From 715806fa1ac4416de43625838465b16825e12639 Mon Sep 17 00:00:00 2001 From: chunvv Date: Tue, 3 Aug 2021 23:59:00 +0900 Subject: [PATCH] clone project --- .gitignore | 1 + AUTHORS | 11 ++ CONTRIBUTORS | 31 +++ LICENSE | 27 +++ Makefile | 22 +++ README | 7 + go.mod | 3 + graphics/Makefile | 15 ++ graphics/affine.go | 174 ++++++++++++++++ graphics/blur.go | 68 +++++++ graphics/blur_test.go | 207 +++++++++++++++++++ graphics/convolve/Makefile | 11 ++ graphics/convolve/convolve.go | 274 ++++++++++++++++++++++++++ graphics/convolve/convolve_test.go | 78 ++++++++ graphics/detect/Makefile | 15 ++ graphics/detect/detect.go | 133 +++++++++++++ graphics/detect/detect_test.go | 77 ++++++++ graphics/detect/doc.go | 31 +++ graphics/detect/integral.go | 93 +++++++++ graphics/detect/integral_test.go | 156 +++++++++++++++ graphics/detect/opencv_parser.go | 125 ++++++++++++ graphics/detect/opencv_parser_test.go | 75 +++++++ graphics/detect/projector.go | 55 ++++++ graphics/detect/projector_test.go | 49 +++++ graphics/graphicstest/Makefile | 11 ++ graphics/graphicstest/graphicstest.go | 112 +++++++++++ graphics/interp/Makefile | 13 ++ graphics/interp/bilinear.go | 206 +++++++++++++++++++ graphics/interp/bilinear_test.go | 143 ++++++++++++++ graphics/interp/doc.go | 25 +++ graphics/interp/interp.go | 29 +++ graphics/rotate.go | 35 ++++ graphics/rotate_test.go | 169 ++++++++++++++++ graphics/scale.go | 31 +++ graphics/scale_test.go | 153 ++++++++++++++ graphics/shared_test.go | 69 +++++++ graphics/thumbnail.go | 41 ++++ graphics/thumbnail_test.go | 53 +++++ lib/codereview/codereview.cfg | 1 + testdata/gopher-100x150.png | Bin 0 -> 31355 bytes testdata/gopher-500x750.png | Bin 0 -> 484401 bytes testdata/gopher-blur.png | Bin 0 -> 274027 bytes testdata/gopher-rotate-partial.png | Bin 0 -> 298876 bytes testdata/gopher-rotate-side.png | Bin 0 -> 354866 bytes testdata/gopher-thumb-50x150.png | Bin 0 -> 16154 bytes testdata/gopher-thumb-80x80.png | Bin 0 -> 14649 bytes testdata/gopher.png | Bin 0 -> 368183 bytes testdata/opencv.xml | 71 +++++++ 48 files changed, 2900 insertions(+) create mode 100644 .gitignore create mode 100644 AUTHORS create mode 100644 CONTRIBUTORS create mode 100644 LICENSE create mode 100644 Makefile create mode 100644 README create mode 100644 go.mod create mode 100644 graphics/Makefile create mode 100644 graphics/affine.go create mode 100644 graphics/blur.go create mode 100644 graphics/blur_test.go create mode 100644 graphics/convolve/Makefile create mode 100644 graphics/convolve/convolve.go create mode 100644 graphics/convolve/convolve_test.go create mode 100644 graphics/detect/Makefile create mode 100644 graphics/detect/detect.go create mode 100644 graphics/detect/detect_test.go create mode 100644 graphics/detect/doc.go create mode 100644 graphics/detect/integral.go create mode 100644 graphics/detect/integral_test.go create mode 100644 graphics/detect/opencv_parser.go create mode 100644 graphics/detect/opencv_parser_test.go create mode 100644 graphics/detect/projector.go create mode 100644 graphics/detect/projector_test.go create mode 100644 graphics/graphicstest/Makefile create mode 100644 graphics/graphicstest/graphicstest.go create mode 100644 graphics/interp/Makefile create mode 100644 graphics/interp/bilinear.go create mode 100644 graphics/interp/bilinear_test.go create mode 100644 graphics/interp/doc.go create mode 100644 graphics/interp/interp.go create mode 100644 graphics/rotate.go create mode 100644 graphics/rotate_test.go create mode 100644 graphics/scale.go create mode 100644 graphics/scale_test.go create mode 100644 graphics/shared_test.go create mode 100644 graphics/thumbnail.go create mode 100644 graphics/thumbnail_test.go create mode 100644 lib/codereview/codereview.cfg create mode 100644 testdata/gopher-100x150.png create mode 100644 testdata/gopher-500x750.png create mode 100644 testdata/gopher-blur.png create mode 100644 testdata/gopher-rotate-partial.png create mode 100644 testdata/gopher-rotate-side.png create mode 100644 testdata/gopher-thumb-50x150.png create mode 100644 testdata/gopher-thumb-80x80.png create mode 100644 testdata/gopher.png create mode 100644 testdata/opencv.xml diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..485dee6 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.idea diff --git a/AUTHORS b/AUTHORS new file mode 100644 index 0000000..dc2b080 --- /dev/null +++ b/AUTHORS @@ -0,0 +1,11 @@ +# This is the official list of Graphics-Go authors for copyright purposes. +# This file is distinct from the CONTRIBUTORS files. +# See the latter for an explanation. + +# Names should be added to this file as +# Name or Organization +# The email address is not required for organizations. + +# Please keep the list sorted. + +Google Inc. diff --git a/CONTRIBUTORS b/CONTRIBUTORS new file mode 100644 index 0000000..ee33f46 --- /dev/null +++ b/CONTRIBUTORS @@ -0,0 +1,31 @@ +# This is the official list of people who can contribute +# (and typically have contributed) code to the Graphics-Go repository. +# The AUTHORS file lists the copyright holders; this file +# lists people. For example, Google employees are listed here +# but not in AUTHORS, because Google holds the copyright. +# +# The submission process automatically checks to make sure +# that people submitting code are listed in this file (by email address). +# +# Names should be added to this file only after verifying that +# the individual or the individual's organization has agreed to +# the appropriate Contributor License Agreement, found here: +# +# http://code.google.com/legal/individual-cla-v1.0.html +# http://code.google.com/legal/corporate-cla-v1.0.html +# +# The agreement for individuals can be filled out on the web. +# +# When adding J Random Contributor's name to this file, +# either J's name or J's organization's name should be +# added to the AUTHORS file, depending on whether the +# individual or corporate CLA was used. + +# Names should be added to this file like so: +# Name + +# Please keep the list sorted. + +David Crawshaw +Johan Euphrosine +Nigel Tao diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..45ea92d --- /dev/null +++ b/LICENSE @@ -0,0 +1,27 @@ +Copyright (c) 2011 The Graphics-Go Authors. All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: + + * Redistributions of source code must retain the above copyright +notice, this list of conditions and the following disclaimer. + * Redistributions in binary form must reproduce the above +copyright notice, this list of conditions and the following disclaimer +in the documentation and/or other materials provided with the +distribution. + * Neither the name of Google Inc. nor the names of its +contributors may be used to endorse or promote products derived from +this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT +OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..c1c14ae --- /dev/null +++ b/Makefile @@ -0,0 +1,22 @@ +# Copyright 2011 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +all: install + +# The order matters: earlier packages may not depend on later ones. +DIRS=\ + graphics + +test: + cd graphics; GOMAXPROCS=2 gomake test + +bench: + cd graphics; GOMAXPROCS=2 gomake bench + +install clean nuke: + for dir in $(DIRS); do \ + $(MAKE) -C $$dir $@ || exit 1; \ + done diff --git a/README b/README new file mode 100644 index 0000000..fad22e1 --- /dev/null +++ b/README @@ -0,0 +1,7 @@ +This is a Graphics library for the Go programming language. + +Unless otherwise noted, the graphics-go source files are distributed +under the BSD-style license found in the LICENSE file. + +Contributions should follow the same procedure as for the Go project: +http://golang.org/doc/contribute.html diff --git a/go.mod b/go.mod new file mode 100644 index 0000000..d3a42a8 --- /dev/null +++ b/go.mod @@ -0,0 +1,3 @@ +module code.google.com/p/graphics-go + +go 1.16 diff --git a/graphics/Makefile b/graphics/Makefile new file mode 100644 index 0000000..28a06f0 --- /dev/null +++ b/graphics/Makefile @@ -0,0 +1,15 @@ +# Copyright 2011 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +TARG=code.google.com/p/graphics-go/graphics +GOFILES=\ + affine.go\ + blur.go\ + rotate.go\ + scale.go\ + thumbnail.go\ + +include $(GOROOT)/src/Make.pkg diff --git a/graphics/affine.go b/graphics/affine.go new file mode 100644 index 0000000..0ac2ec9 --- /dev/null +++ b/graphics/affine.go @@ -0,0 +1,174 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/interp" + "errors" + "image" + "image/draw" + "math" +) + +// I is the identity Affine transform matrix. +var I = Affine{ + 1, 0, 0, + 0, 1, 0, + 0, 0, 1, +} + +// Affine is a 3x3 2D affine transform matrix. +// M(i,j) is Affine[i*3+j]. +type Affine [9]float64 + +// Mul returns the multiplication of two affine transform matrices. +func (a Affine) Mul(b Affine) Affine { + return Affine{ + a[0]*b[0] + a[1]*b[3] + a[2]*b[6], + a[0]*b[1] + a[1]*b[4] + a[2]*b[7], + a[0]*b[2] + a[1]*b[5] + a[2]*b[8], + a[3]*b[0] + a[4]*b[3] + a[5]*b[6], + a[3]*b[1] + a[4]*b[4] + a[5]*b[7], + a[3]*b[2] + a[4]*b[5] + a[5]*b[8], + a[6]*b[0] + a[7]*b[3] + a[8]*b[6], + a[6]*b[1] + a[7]*b[4] + a[8]*b[7], + a[6]*b[2] + a[7]*b[5] + a[8]*b[8], + } +} + +func (a Affine) transformRGBA(dst *image.RGBA, src *image.RGBA, i interp.RGBA) error { + srcb := src.Bounds() + b := dst.Bounds() + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + sx, sy := a.pt(x, y) + if inBounds(srcb, sx, sy) { + c := i.RGBA(src, sx, sy) + off := (y-dst.Rect.Min.Y)*dst.Stride + (x-dst.Rect.Min.X)*4 + dst.Pix[off+0] = c.R + dst.Pix[off+1] = c.G + dst.Pix[off+2] = c.B + dst.Pix[off+3] = c.A + } + } + } + return nil +} + +// Transform applies the affine transform to src and produces dst. +func (a Affine) Transform(dst draw.Image, src image.Image, i interp.Interp) error { + if dst == nil { + return errors.New("graphics: dst is nil") + } + if src == nil { + return errors.New("graphics: src is nil") + } + + // RGBA fast path. + dstRGBA, dstOk := dst.(*image.RGBA) + srcRGBA, srcOk := src.(*image.RGBA) + interpRGBA, interpOk := i.(interp.RGBA) + if dstOk && srcOk && interpOk { + return a.transformRGBA(dstRGBA, srcRGBA, interpRGBA) + } + + srcb := src.Bounds() + b := dst.Bounds() + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + sx, sy := a.pt(x, y) + if inBounds(srcb, sx, sy) { + dst.Set(x, y, i.Interp(src, sx, sy)) + } + } + } + return nil +} + +func inBounds(b image.Rectangle, x, y float64) bool { + if x < float64(b.Min.X) || x >= float64(b.Max.X) { + return false + } + if y < float64(b.Min.Y) || y >= float64(b.Max.Y) { + return false + } + return true +} + +func (a Affine) pt(x0, y0 int) (x1, y1 float64) { + fx := float64(x0) + 0.5 + fy := float64(y0) + 0.5 + x1 = fx*a[0] + fy*a[1] + a[2] + y1 = fx*a[3] + fy*a[4] + a[5] + return x1, y1 +} + +// TransformCenter applies the affine transform to src and produces dst. +// Equivalent to +// a.CenterFit(dst, src).Transform(dst, src, i). +func (a Affine) TransformCenter(dst draw.Image, src image.Image, i interp.Interp) error { + if dst == nil { + return errors.New("graphics: dst is nil") + } + if src == nil { + return errors.New("graphics: src is nil") + } + + return a.CenterFit(dst.Bounds(), src.Bounds()).Transform(dst, src, i) +} + +// Scale produces a scaling transform of factors x and y. +func (a Affine) Scale(x, y float64) Affine { + return a.Mul(Affine{ + 1 / x, 0, 0, + 0, 1 / y, 0, + 0, 0, 1, + }) +} + +// Rotate produces a clockwise rotation transform of angle, in radians. +func (a Affine) Rotate(angle float64) Affine { + s, c := math.Sincos(angle) + return a.Mul(Affine{ + +c, +s, +0, + -s, +c, +0, + +0, +0, +1, + }) +} + +// Shear produces a shear transform by the slopes x and y. +func (a Affine) Shear(x, y float64) Affine { + d := 1 - x*y + return a.Mul(Affine{ + +1 / d, -x / d, 0, + -y / d, +1 / d, 0, + 0, 0, 1, + }) +} + +// Translate produces a translation transform with pixel distances x and y. +func (a Affine) Translate(x, y float64) Affine { + return a.Mul(Affine{ + 1, 0, -x, + 0, 1, -y, + 0, 0, +1, + }) +} + +// Center produces the affine transform, centered around the provided point. +func (a Affine) Center(x, y float64) Affine { + return I.Translate(-x, -y).Mul(a).Translate(x, y) +} + +// CenterFit produces the affine transform, centered around the rectangles. +// It is equivalent to +// I.Translate(-
).Mul(a).Translate(
) +func (a Affine) CenterFit(dst, src image.Rectangle) Affine { + dx := float64(dst.Min.X) + float64(dst.Dx())/2 + dy := float64(dst.Min.Y) + float64(dst.Dy())/2 + sx := float64(src.Min.X) + float64(src.Dx())/2 + sy := float64(src.Min.Y) + float64(src.Dy())/2 + return I.Translate(-sx, -sy).Mul(a).Translate(dx, dy) +} diff --git a/graphics/blur.go b/graphics/blur.go new file mode 100644 index 0000000..9a54d5a --- /dev/null +++ b/graphics/blur.go @@ -0,0 +1,68 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/convolve" + "errors" + "image" + "image/draw" + "math" +) + +// DefaultStdDev is the default blurring parameter. +var DefaultStdDev = 0.5 + +// BlurOptions are the blurring parameters. +// StdDev is the standard deviation of the normal, higher is blurrier. +// Size is the size of the kernel. If zero, it is set to Ceil(6 * StdDev). +type BlurOptions struct { + StdDev float64 + Size int +} + +// Blur produces a blurred version of the image, using a Gaussian blur. +func Blur(dst draw.Image, src image.Image, opt *BlurOptions) error { + if dst == nil { + return errors.New("graphics: dst is nil") + } + if src == nil { + return errors.New("graphics: src is nil") + } + + sd := DefaultStdDev + size := 0 + + if opt != nil { + sd = opt.StdDev + size = opt.Size + } + + if size < 1 { + size = int(math.Ceil(sd * 6)) + } + + kernel := make([]float64, 2*size+1) + for i := 0; i <= size; i++ { + x := float64(i) / sd + x = math.Pow(1/math.SqrtE, x*x) + kernel[size-i] = x + kernel[size+i] = x + } + + // Normalize the weights to sum to 1.0. + kSum := 0.0 + for _, k := range kernel { + kSum += k + } + for i, k := range kernel { + kernel[i] = k / kSum + } + + return convolve.Convolve(dst, src, &convolve.SeparableKernel{ + X: kernel, + Y: kernel, + }) +} diff --git a/graphics/blur_test.go b/graphics/blur_test.go new file mode 100644 index 0000000..1d84fa6 --- /dev/null +++ b/graphics/blur_test.go @@ -0,0 +1,207 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "image/color" + "testing" + + _ "image/png" +) + +var blurOneColorTests = []transformOneColorTest{ + { + "1x1-blank", 1, 1, 1, 1, + &BlurOptions{0.83, 1}, + []uint8{0xff}, + []uint8{0xff}, + }, + { + "1x1-spreadblank", 1, 1, 1, 1, + &BlurOptions{0.83, 2}, + []uint8{0xff}, + []uint8{0xff}, + }, + { + "3x3-blank", 3, 3, 3, 3, + &BlurOptions{0.83, 2}, + []uint8{ + 0xff, 0xff, 0xff, + 0xff, 0xff, 0xff, + 0xff, 0xff, 0xff, + }, + []uint8{ + 0xff, 0xff, 0xff, + 0xff, 0xff, 0xff, + 0xff, 0xff, 0xff, + }, + }, + { + "3x3-dot", 3, 3, 3, 3, + &BlurOptions{0.34, 1}, + []uint8{ + 0x00, 0x00, 0x00, + 0x00, 0xff, 0x00, + 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x03, 0x00, + 0x03, 0xf2, 0x03, + 0x00, 0x03, 0x00, + }, + }, + { + "5x5-dot", 5, 5, 5, 5, + &BlurOptions{0.34, 1}, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0xff, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x03, 0x00, 0x00, + 0x00, 0x03, 0xf2, 0x03, 0x00, + 0x00, 0x00, 0x03, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + }, + { + "5x5-dot-spread", 5, 5, 5, 5, + &BlurOptions{0.85, 1}, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0xff, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x10, 0x20, 0x10, 0x00, + 0x00, 0x20, 0x40, 0x20, 0x00, + 0x00, 0x10, 0x20, 0x10, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + }, + { + "4x4-box", 4, 4, 4, 4, + &BlurOptions{0.34, 1}, + []uint8{ + 0x00, 0x00, 0x00, 0x00, + 0x00, 0xff, 0xff, 0x00, + 0x00, 0xff, 0xff, 0x00, + 0x00, 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x03, 0x03, 0x00, + 0x03, 0xf8, 0xf8, 0x03, + 0x03, 0xf8, 0xf8, 0x03, + 0x00, 0x03, 0x03, 0x00, + }, + }, + { + "5x5-twodots", 5, 5, 5, 5, + &BlurOptions{0.34, 1}, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x96, 0x00, 0x96, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x02, 0x00, 0x02, 0x00, + 0x02, 0x8e, 0x04, 0x8e, 0x02, + 0x00, 0x02, 0x00, 0x02, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, + }, + }, +} + +func TestBlurOneColor(t *testing.T) { + for _, oc := range blurOneColorTests { + dst := oc.newDst() + src := oc.newSrc() + opt := oc.opt.(*BlurOptions) + if err := Blur(dst, src, opt); err != nil { + t.Fatal(err) + } + + if !checkTransformTest(t, &oc, dst) { + continue + } + } +} + +func TestBlurEmpty(t *testing.T) { + empty := image.NewRGBA(image.Rect(0, 0, 0, 0)) + if err := Blur(empty, empty, nil); err != nil { + t.Fatal(err) + } +} + +func TestBlurGopher(t *testing.T) { + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + + dst := image.NewRGBA(src.Bounds()) + if err = Blur(dst, src, &BlurOptions{StdDev: 1.1}); err != nil { + t.Fatal(err) + } + + cmp, err := graphicstest.LoadImage("../testdata/gopher-blur.png") + if err != nil { + t.Fatal(err) + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0x101) + if err != nil { + t.Fatal(err) + } +} + +func benchBlur(b *testing.B, bounds image.Rectangle) { + b.StopTimer() + + // Construct a fuzzy image. + src := image.NewRGBA(bounds) + for y := bounds.Min.Y; y < bounds.Max.Y; y++ { + for x := bounds.Min.X; x < bounds.Max.X; x++ { + src.SetRGBA(x, y, color.RGBA{ + uint8(5 * x % 0x100), + uint8(7 * y % 0x100), + uint8((7*x + 5*y) % 0x100), + 0xff, + }) + } + } + dst := image.NewRGBA(bounds) + + b.StartTimer() + for i := 0; i < b.N; i++ { + Blur(dst, src, &BlurOptions{0.84, 3}) + } +} + +func BenchmarkBlur400x400x3(b *testing.B) { + benchBlur(b, image.Rect(0, 0, 400, 400)) +} + +// Exactly twice the pixel count of 400x400. +func BenchmarkBlur400x800x3(b *testing.B) { + benchBlur(b, image.Rect(0, 0, 400, 800)) +} + +// Exactly twice the pixel count of 400x800 +func BenchmarkBlur400x1600x3(b *testing.B) { + benchBlur(b, image.Rect(0, 0, 400, 1600)) +} diff --git a/graphics/convolve/Makefile b/graphics/convolve/Makefile new file mode 100644 index 0000000..a5691fa --- /dev/null +++ b/graphics/convolve/Makefile @@ -0,0 +1,11 @@ +# Copyright 2011 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +TARG=code.google.com/p/graphics-go/graphics/convolve +GOFILES=\ + convolve.go\ + +include $(GOROOT)/src/Make.pkg diff --git a/graphics/convolve/convolve.go b/graphics/convolve/convolve.go new file mode 100644 index 0000000..da69496 --- /dev/null +++ b/graphics/convolve/convolve.go @@ -0,0 +1,274 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package convolve + +import ( + "errors" + "fmt" + "image" + "image/draw" + "math" +) + +// clamp clamps x to the range [x0, x1]. +func clamp(x, x0, x1 float64) float64 { + if x < x0 { + return x0 + } + if x > x1 { + return x1 + } + return x +} + +// Kernel is a square matrix that defines a convolution. +type Kernel interface { + // Weights returns the square matrix of weights in row major order. + Weights() []float64 +} + +// SeparableKernel is a linearly separable, square convolution kernel. +// X and Y are the per-axis weights. Each slice must be the same length, and +// have an odd length. The middle element of each slice is the weight for the +// central pixel. For example, the horizontal Sobel kernel is: +// sobelX := &SeparableKernel{ +// X: []float64{-1, 0, +1}, +// Y: []float64{1, 2, 1}, +// } +type SeparableKernel struct { + X, Y []float64 +} + +func (k *SeparableKernel) Weights() []float64 { + n := len(k.X) + w := make([]float64, n*n) + for y := 0; y < n; y++ { + for x := 0; x < n; x++ { + w[y*n+x] = k.X[x] * k.Y[y] + } + } + return w +} + +// fullKernel is a square convolution kernel. +type fullKernel []float64 + +func (k fullKernel) Weights() []float64 { return k } + +func kernelSize(w []float64) (size int, err error) { + size = int(math.Sqrt(float64(len(w)))) + if size*size != len(w) { + return 0, errors.New("graphics: kernel is not square") + } + if size%2 != 1 { + return 0, errors.New("graphics: kernel size is not odd") + } + return size, nil +} + +// NewKernel returns a square convolution kernel. +func NewKernel(w []float64) (Kernel, error) { + if _, err := kernelSize(w); err != nil { + return nil, err + } + return fullKernel(w), nil +} + +func convolveRGBASep(dst *image.RGBA, src image.Image, k *SeparableKernel) error { + if len(k.X) != len(k.Y) { + return fmt.Errorf("graphics: kernel not square (x %d, y %d)", len(k.X), len(k.Y)) + } + if len(k.X)%2 != 1 { + return fmt.Errorf("graphics: kernel length (%d) not odd", len(k.X)) + } + radius := (len(k.X) - 1) / 2 + + // buf holds the result of vertically blurring src. + bounds := dst.Bounds() + width, height := bounds.Dx(), bounds.Dy() + buf := make([]float64, width*height*4) + for y := bounds.Min.Y; y < bounds.Max.Y; y++ { + for x := bounds.Min.X; x < bounds.Max.X; x++ { + var r, g, b, a float64 + // k0 is the kernel weight for the center pixel. This may be greater + // than kernel[0], near the boundary of the source image, to avoid + // vignetting. + k0 := k.X[radius] + + // Add the pixels from above. + for i := 1; i <= radius; i++ { + f := k.Y[radius-i] + if y-i < bounds.Min.Y { + k0 += f + } else { + or, og, ob, oa := src.At(x, y-i).RGBA() + r += float64(or>>8) * f + g += float64(og>>8) * f + b += float64(ob>>8) * f + a += float64(oa>>8) * f + } + } + + // Add the pixels from below. + for i := 1; i <= radius; i++ { + f := k.Y[radius+i] + if y+i >= bounds.Max.Y { + k0 += f + } else { + or, og, ob, oa := src.At(x, y+i).RGBA() + r += float64(or>>8) * f + g += float64(og>>8) * f + b += float64(ob>>8) * f + a += float64(oa>>8) * f + } + } + + // Add the central pixel. + or, og, ob, oa := src.At(x, y).RGBA() + r += float64(or>>8) * k0 + g += float64(og>>8) * k0 + b += float64(ob>>8) * k0 + a += float64(oa>>8) * k0 + + // Write to buf. + o := (y-bounds.Min.Y)*width*4 + (x-bounds.Min.X)*4 + buf[o+0] = r + buf[o+1] = g + buf[o+2] = b + buf[o+3] = a + } + } + + // dst holds the result of horizontally blurring buf. + for y := 0; y < height; y++ { + for x := 0; x < width; x++ { + var r, g, b, a float64 + k0, off := k.X[radius], y*width*4+x*4 + + // Add the pixels from the left. + for i := 1; i <= radius; i++ { + f := k.X[radius-i] + if x-i < 0 { + k0 += f + } else { + o := off - i*4 + r += buf[o+0] * f + g += buf[o+1] * f + b += buf[o+2] * f + a += buf[o+3] * f + } + } + + // Add the pixels from the right. + for i := 1; i <= radius; i++ { + f := k.X[radius+i] + if x+i >= width { + k0 += f + } else { + o := off + i*4 + r += buf[o+0] * f + g += buf[o+1] * f + b += buf[o+2] * f + a += buf[o+3] * f + } + } + + // Add the central pixel. + r += buf[off+0] * k0 + g += buf[off+1] * k0 + b += buf[off+2] * k0 + a += buf[off+3] * k0 + + // Write to dst, clamping to the range [0, 255]. + dstOff := (y-dst.Rect.Min.Y)*dst.Stride + (x-dst.Rect.Min.X)*4 + dst.Pix[dstOff+0] = uint8(clamp(r+0.5, 0, 255)) + dst.Pix[dstOff+1] = uint8(clamp(g+0.5, 0, 255)) + dst.Pix[dstOff+2] = uint8(clamp(b+0.5, 0, 255)) + dst.Pix[dstOff+3] = uint8(clamp(a+0.5, 0, 255)) + } + } + + return nil +} + +func convolveRGBA(dst *image.RGBA, src image.Image, k Kernel) error { + b := dst.Bounds() + bs := src.Bounds() + w := k.Weights() + size, err := kernelSize(w) + if err != nil { + return err + } + radius := (size - 1) / 2 + + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + if !image.Pt(x, y).In(bs) { + continue + } + + var r, g, b, a, adj float64 + for cy := y - radius; cy <= y+radius; cy++ { + for cx := x - radius; cx <= x+radius; cx++ { + factor := w[(cy-y+radius)*size+cx-x+radius] + if !image.Pt(cx, cy).In(bs) { + adj += factor + } else { + sr, sg, sb, sa := src.At(cx, cy).RGBA() + r += float64(sr>>8) * factor + g += float64(sg>>8) * factor + b += float64(sb>>8) * factor + a += float64(sa>>8) * factor + } + } + } + + if adj != 0 { + sr, sg, sb, sa := src.At(x, y).RGBA() + r += float64(sr>>8) * adj + g += float64(sg>>8) * adj + b += float64(sb>>8) * adj + a += float64(sa>>8) * adj + } + + off := (y-dst.Rect.Min.Y)*dst.Stride + (x-dst.Rect.Min.X)*4 + dst.Pix[off+0] = uint8(clamp(r+0.5, 0, 0xff)) + dst.Pix[off+1] = uint8(clamp(g+0.5, 0, 0xff)) + dst.Pix[off+2] = uint8(clamp(b+0.5, 0, 0xff)) + dst.Pix[off+3] = uint8(clamp(a+0.5, 0, 0xff)) + } + } + + return nil +} + +// Convolve produces dst by applying the convolution kernel k to src. +func Convolve(dst draw.Image, src image.Image, k Kernel) (err error) { + if dst == nil || src == nil || k == nil { + return nil + } + + b := dst.Bounds() + dstRgba, ok := dst.(*image.RGBA) + if !ok { + dstRgba = image.NewRGBA(b) + } + + switch k := k.(type) { + case *SeparableKernel: + err = convolveRGBASep(dstRgba, src, k) + default: + err = convolveRGBA(dstRgba, src, k) + } + + if err != nil { + return err + } + + if !ok { + draw.Draw(dst, b, dstRgba, b.Min, draw.Src) + } + return nil +} diff --git a/graphics/convolve/convolve_test.go b/graphics/convolve/convolve_test.go new file mode 100644 index 0000000..f34d7af --- /dev/null +++ b/graphics/convolve/convolve_test.go @@ -0,0 +1,78 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package convolve + +import ( + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "reflect" + "testing" + + _ "image/png" +) + +func TestSeparableWeights(t *testing.T) { + sobelXFull := []float64{ + -1, 0, 1, + -2, 0, 2, + -1, 0, 1, + } + sobelXSep := &SeparableKernel{ + X: []float64{-1, 0, +1}, + Y: []float64{1, 2, 1}, + } + w := sobelXSep.Weights() + if !reflect.DeepEqual(w, sobelXFull) { + t.Errorf("got %v want %v", w, sobelXFull) + } +} + +func TestConvolve(t *testing.T) { + kernFull, err := NewKernel([]float64{ + 0, 0, 0, + 1, 1, 1, + 0, 0, 0, + }) + if err != nil { + t.Fatal(err) + } + + kernSep := &SeparableKernel{ + X: []float64{1, 1, 1}, + Y: []float64{0, 1, 0}, + } + + src, err := graphicstest.LoadImage("../../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + b := src.Bounds() + + sep := image.NewRGBA(b) + if err = Convolve(sep, src, kernSep); err != nil { + t.Fatal(err) + } + + full := image.NewRGBA(b) + Convolve(full, src, kernFull) + + err = graphicstest.ImageWithinTolerance(sep, full, 0x101) + if err != nil { + t.Fatal(err) + } +} + +func TestConvolveNil(t *testing.T) { + if err := Convolve(nil, nil, nil); err != nil { + t.Fatal(err) + } +} + +func TestConvolveEmpty(t *testing.T) { + empty := image.NewRGBA(image.Rect(0, 0, 0, 0)) + if err := Convolve(empty, empty, nil); err != nil { + t.Fatal(err) + } +} diff --git a/graphics/detect/Makefile b/graphics/detect/Makefile new file mode 100644 index 0000000..0b1c6cb --- /dev/null +++ b/graphics/detect/Makefile @@ -0,0 +1,15 @@ +# Copyright 2011 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +TARG=code.google.com/p/graphics-go/graphics +GOFILES=\ + detect.go\ + doc.go\ + integral.go\ + opencv_parser.go\ + projector.go\ + +include $(GOROOT)/src/Make.pkg diff --git a/graphics/detect/detect.go b/graphics/detect/detect.go new file mode 100644 index 0000000..dde941c --- /dev/null +++ b/graphics/detect/detect.go @@ -0,0 +1,133 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" + "math" +) + +// Feature is a Haar-like feature. +type Feature struct { + Rect image.Rectangle + Weight float64 +} + +// Classifier is a set of features with a threshold. +type Classifier struct { + Feature []Feature + Threshold float64 + Left float64 + Right float64 +} + +// CascadeStage is a cascade of classifiers. +type CascadeStage struct { + Classifier []Classifier + Threshold float64 +} + +// Cascade is a degenerate tree of Haar-like classifiers. +type Cascade struct { + Stage []CascadeStage + Size image.Point +} + +// Match returns true if the full image is classified as an object. +func (c *Cascade) Match(m image.Image) bool { + return c.classify(newWindow(m)) +} + +// Find returns a set of areas of m that match the feature cascade c. +func (c *Cascade) Find(m image.Image) []image.Rectangle { + // TODO(crawshaw): Consider de-duping strategies. + matches := []image.Rectangle{} + w := newWindow(m) + + b := m.Bounds() + origScale := c.Size + for s := origScale; s.X < b.Dx() && s.Y < b.Dy(); s = s.Add(s.Div(10)) { + // translate region and classify + tx := image.Pt(s.X/10, 0) + ty := image.Pt(0, s.Y/10) + for r := image.Rect(0, 0, s.X, s.Y).Add(b.Min); r.In(b); r = r.Add(ty) { + for r1 := r; r1.In(b); r1 = r1.Add(tx) { + if c.classify(w.subWindow(r1)) { + matches = append(matches, r1) + } + } + } + } + return matches +} + +type window struct { + mi *integral + miSq *integral + rect image.Rectangle + invArea float64 + stdDev float64 +} + +func (w *window) init() { + w.invArea = 1 / float64(w.rect.Dx()*w.rect.Dy()) + mean := float64(w.mi.sum(w.rect)) * w.invArea + vr := float64(w.miSq.sum(w.rect))*w.invArea - mean*mean + if vr < 0 { + vr = 1 + } + w.stdDev = math.Sqrt(vr) +} + +func newWindow(m image.Image) *window { + mi, miSq := newIntegrals(m) + res := &window{ + mi: mi, + miSq: miSq, + rect: m.Bounds(), + } + res.init() + return res +} + +func (w *window) subWindow(r image.Rectangle) *window { + res := &window{ + mi: w.mi, + miSq: w.miSq, + rect: r, + } + res.init() + return res +} + +func (c *Classifier) classify(w *window, pr *projector) float64 { + s := 0.0 + for _, f := range c.Feature { + s += float64(w.mi.sum(pr.rect(f.Rect))) * f.Weight + } + s *= w.invArea // normalize to maintain scale invariance + if s < c.Threshold*w.stdDev { + return c.Left + } + return c.Right +} + +func (s *CascadeStage) classify(w *window, pr *projector) bool { + sum := 0.0 + for _, c := range s.Classifier { + sum += c.classify(w, pr) + } + return sum >= s.Threshold +} + +func (c *Cascade) classify(w *window) bool { + pr := newProjector(w.rect, image.Rectangle{image.Pt(0, 0), c.Size}) + for _, s := range c.Stage { + if !s.classify(w, pr) { + return false + } + } + return true +} diff --git a/graphics/detect/detect_test.go b/graphics/detect/detect_test.go new file mode 100644 index 0000000..8a2df11 --- /dev/null +++ b/graphics/detect/detect_test.go @@ -0,0 +1,77 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" + "image/draw" + "testing" +) + +var ( + c0 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(0, 0, 3, 4), Weight: 4.0}, + }, + Threshold: 0.2, + Left: 0.8, + Right: 0.2, + } + c1 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(3, 4, 4, 5), Weight: 4.0}, + }, + Threshold: 0.2, + Left: 0.8, + Right: 0.2, + } + c2 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(0, 0, 1, 1), Weight: +4.0}, + Feature{Rect: image.Rect(0, 0, 2, 2), Weight: -1.0}, + }, + Threshold: 0.2, + Left: 0.8, + Right: 0.2, + } +) + +func TestClassifier(t *testing.T) { + m := image.NewGray(image.Rect(0, 0, 20, 20)) + b := m.Bounds() + draw.Draw(m, image.Rect(0, 0, 20, 20), image.White, image.ZP, draw.Src) + draw.Draw(m, image.Rect(3, 4, 4, 5), image.Black, image.ZP, draw.Src) + w := newWindow(m) + pr := newProjector(b, b) + + if res := c0.classify(w, pr); res != c0.Right { + t.Errorf("c0 got %f want %f", res, c0.Right) + } + if res := c1.classify(w, pr); res != c1.Left { + t.Errorf("c1 got %f want %f", res, c1.Left) + } + if res := c2.classify(w, pr); res != c1.Left { + t.Errorf("c2 got %f want %f", res, c1.Left) + } +} + +func TestClassifierScale(t *testing.T) { + m := image.NewGray(image.Rect(0, 0, 50, 50)) + b := m.Bounds() + draw.Draw(m, image.Rect(0, 0, 8, 10), image.White, b.Min, draw.Src) + draw.Draw(m, image.Rect(8, 10, 10, 13), image.Black, b.Min, draw.Src) + w := newWindow(m) + pr := newProjector(b, image.Rect(0, 0, 20, 20)) + + if res := c0.classify(w, pr); res != c0.Right { + t.Errorf("scaled c0 got %f want %f", res, c0.Right) + } + if res := c1.classify(w, pr); res != c1.Left { + t.Errorf("scaled c1 got %f want %f", res, c1.Left) + } + if res := c2.classify(w, pr); res != c1.Left { + t.Errorf("scaled c2 got %f want %f", res, c1.Left) + } +} diff --git a/graphics/detect/doc.go b/graphics/detect/doc.go new file mode 100644 index 0000000..a0f4e94 --- /dev/null +++ b/graphics/detect/doc.go @@ -0,0 +1,31 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +/* +Package detect implements an object detector cascade. + +The technique used is a degenerate tree of Haar-like classifiers, commonly +used for face detection. It is described in + + P. Viola, M. Jones. + Rapid Object Detection using a Boosted Cascade of Simple Features, 2001 + IEEE Conference on Computer Vision and Pattern Recognition + +A Cascade can be constructed manually from a set of Classifiers in stages, +or can be loaded from an XML file in the OpenCV format with + + classifier, _, err := detect.ParseOpenCV(r) + +The classifier can be used to determine if a full image is detected as an +object using Detect + + if classifier.Match(m) { + // m is an image of a face. + } + +It is also possible to search an image for occurrences of an object + + objs := classifier.Find(m) +*/ +package detect diff --git a/graphics/detect/integral.go b/graphics/detect/integral.go new file mode 100644 index 0000000..814ced5 --- /dev/null +++ b/graphics/detect/integral.go @@ -0,0 +1,93 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" + "image/draw" +) + +// integral is an image.Image-like structure that stores the cumulative +// sum of the preceding pixels. This allows for O(1) summation of any +// rectangular region within the image. +type integral struct { + // pix holds the cumulative sum of the image's pixels. The pixel at + // (x, y) starts at pix[(y-rect.Min.Y)*stride + (x-rect.Min.X)*1]. + pix []uint64 + stride int + rect image.Rectangle +} + +func (p *integral) at(x, y int) uint64 { + return p.pix[(y-p.rect.Min.Y)*p.stride+(x-p.rect.Min.X)] +} + +func (p *integral) sum(b image.Rectangle) uint64 { + c := p.at(b.Max.X-1, b.Max.Y-1) + inY := b.Min.Y > p.rect.Min.Y + inX := b.Min.X > p.rect.Min.X + if inY && inX { + c += p.at(b.Min.X-1, b.Min.Y-1) + } + if inY { + c -= p.at(b.Max.X-1, b.Min.Y-1) + } + if inX { + c -= p.at(b.Min.X-1, b.Max.Y-1) + } + return c +} + +func (m *integral) integrate() { + b := m.rect + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + c := uint64(0) + if y > b.Min.Y && x > b.Min.X { + c += m.at(x-1, y) + c += m.at(x, y-1) + c -= m.at(x-1, y-1) + } else if y > b.Min.Y { + c += m.at(b.Min.X, y-1) + } else if x > b.Min.X { + c += m.at(x-1, b.Min.Y) + } + m.pix[(y-m.rect.Min.Y)*m.stride+(x-m.rect.Min.X)] += c + } + } +} + +// newIntegrals returns the integral and the squared integral. +func newIntegrals(src image.Image) (*integral, *integral) { + b := src.Bounds() + srcg, ok := src.(*image.Gray) + if !ok { + srcg = image.NewGray(b) + draw.Draw(srcg, b, src, b.Min, draw.Src) + } + + m := integral{ + pix: make([]uint64, b.Max.Y*b.Max.X), + stride: b.Max.X, + rect: b, + } + mSq := integral{ + pix: make([]uint64, b.Max.Y*b.Max.X), + stride: b.Max.X, + rect: b, + } + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + os := (y-b.Min.Y)*srcg.Stride + x - b.Min.X + om := (y-b.Min.Y)*m.stride + x - b.Min.X + c := uint64(srcg.Pix[os]) + m.pix[om] = c + mSq.pix[om] = c * c + } + } + m.integrate() + mSq.integrate() + return &m, &mSq +} diff --git a/graphics/detect/integral_test.go b/graphics/detect/integral_test.go new file mode 100644 index 0000000..0bc321a --- /dev/null +++ b/graphics/detect/integral_test.go @@ -0,0 +1,156 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "bytes" + "fmt" + "image" + "testing" +) + +type integralTest struct { + x int + y int + src []uint8 + res []uint8 +} + +var integralTests = []integralTest{ + { + 1, 1, + []uint8{0x01}, + []uint8{0x01}, + }, + { + 2, 2, + []uint8{ + 0x01, 0x02, + 0x03, 0x04, + }, + []uint8{ + 0x01, 0x03, + 0x04, 0x0a, + }, + }, + { + 4, 4, + []uint8{ + 0x02, 0x03, 0x00, 0x01, + 0x01, 0x02, 0x01, 0x05, + 0x01, 0x01, 0x01, 0x01, + 0x01, 0x01, 0x01, 0x01, + }, + []uint8{ + 0x02, 0x05, 0x05, 0x06, + 0x03, 0x08, 0x09, 0x0f, + 0x04, 0x0a, 0x0c, 0x13, + 0x05, 0x0c, 0x0f, 0x17, + }, + }, +} + +func sprintBox(box []byte, width, height int) string { + buf := bytes.NewBuffer(nil) + i := 0 + for y := 0; y < height; y++ { + for x := 0; x < width; x++ { + fmt.Fprintf(buf, " 0x%02x,", box[i]) + i++ + } + buf.WriteByte('\n') + } + return buf.String() +} + +func TestIntegral(t *testing.T) { + for i, oc := range integralTests { + src := &image.Gray{ + Pix: oc.src, + Stride: oc.x, + Rect: image.Rect(0, 0, oc.x, oc.y), + } + dst, _ := newIntegrals(src) + res := make([]byte, len(dst.pix)) + for i, p := range dst.pix { + res[i] = byte(p) + } + + if !bytes.Equal(res, oc.res) { + got := sprintBox(res, oc.x, oc.y) + want := sprintBox(oc.res, oc.x, oc.y) + t.Errorf("%d: got\n%s\n want\n%s", i, got, want) + } + } +} + +func TestIntegralSum(t *testing.T) { + src := &image.Gray{ + Pix: []uint8{ + 0x02, 0x03, 0x00, 0x01, 0x03, + 0x01, 0x02, 0x01, 0x05, 0x05, + 0x01, 0x01, 0x01, 0x01, 0x02, + 0x01, 0x01, 0x01, 0x01, 0x07, + 0x02, 0x01, 0x00, 0x03, 0x01, + }, + Stride: 5, + Rect: image.Rect(0, 0, 5, 5), + } + img, _ := newIntegrals(src) + + type sumTest struct { + rect image.Rectangle + sum uint64 + } + + var sumTests = []sumTest{ + {image.Rect(0, 0, 1, 1), 2}, + {image.Rect(0, 0, 2, 1), 5}, + {image.Rect(0, 0, 1, 3), 4}, + {image.Rect(1, 1, 3, 3), 5}, + {image.Rect(2, 2, 4, 4), 4}, + {image.Rect(4, 3, 5, 5), 8}, + {image.Rect(2, 4, 3, 5), 0}, + } + + for _, st := range sumTests { + s := img.sum(st.rect) + if s != st.sum { + t.Errorf("%v: got %d want %d", st.rect, s, st.sum) + return + } + } +} + +func TestIntegralSubImage(t *testing.T) { + m0 := &image.Gray{ + Pix: []uint8{ + 0x02, 0x03, 0x00, 0x01, 0x03, + 0x01, 0x02, 0x01, 0x05, 0x05, + 0x01, 0x04, 0x01, 0x01, 0x02, + 0x01, 0x02, 0x01, 0x01, 0x07, + 0x02, 0x01, 0x09, 0x03, 0x01, + }, + Stride: 5, + Rect: image.Rect(0, 0, 5, 5), + } + b := image.Rect(1, 1, 4, 4) + m1 := m0.SubImage(b) + mi0, _ := newIntegrals(m0) + mi1, _ := newIntegrals(m1) + + sum0 := mi0.sum(b) + sum1 := mi1.sum(b) + if sum0 != sum1 { + t.Errorf("b got %d want %d", sum0, sum1) + } + + r0 := image.Rect(2, 2, 4, 4) + sum0 = mi0.sum(r0) + sum1 = mi1.sum(r0) + if sum0 != sum1 { + t.Errorf("r0 got %d want %d", sum1, sum0) + } +} diff --git a/graphics/detect/opencv_parser.go b/graphics/detect/opencv_parser.go new file mode 100644 index 0000000..51ded1a --- /dev/null +++ b/graphics/detect/opencv_parser.go @@ -0,0 +1,125 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "bytes" + "encoding/xml" + "errors" + "fmt" + "image" + "io" + "io/ioutil" + "strconv" + "strings" +) + +type xmlFeature struct { + Rects []string `xml:"grp>feature>rects>grp"` + Tilted int `xml:"grp>feature>tilted"` + Threshold float64 `xml:"grp>threshold"` + Left float64 `xml:"grp>left_val"` + Right float64 `xml:"grp>right_val"` +} + +type xmlStages struct { + Trees []xmlFeature `xml:"trees>grp"` + Stage_threshold float64 `xml:"stage_threshold"` + Parent int `xml:"parent"` + Next int `xml:"next"` +} + +type opencv_storage struct { + Any struct { + XMLName xml.Name + Type string `xml:"type_id,attr"` + Size string `xml:"size"` + Stages []xmlStages `xml:"stages>grp"` + } `xml:",any"` +} + +func buildFeature(r string) (f Feature, err error) { + var x, y, w, h int + var weight float64 + _, err = fmt.Sscanf(r, "%d %d %d %d %f", &x, &y, &w, &h, &weight) + if err != nil { + return + } + f.Rect = image.Rect(x, y, x+w, y+h) + f.Weight = weight + return +} + +func buildCascade(s *opencv_storage) (c *Cascade, name string, err error) { + if s.Any.Type != "opencv-haar-classifier" { + err = fmt.Errorf("got %s want opencv-haar-classifier", s.Any.Type) + return + } + name = s.Any.XMLName.Local + + c = &Cascade{} + sizes := strings.Split(s.Any.Size, " ") + w, err := strconv.Atoi(sizes[0]) + if err != nil { + return nil, "", err + } + h, err := strconv.Atoi(sizes[1]) + if err != nil { + return nil, "", err + } + c.Size = image.Pt(w, h) + c.Stage = []CascadeStage{} + + for _, stage := range s.Any.Stages { + cs := CascadeStage{ + Classifier: []Classifier{}, + Threshold: stage.Stage_threshold, + } + for _, tree := range stage.Trees { + if tree.Tilted != 0 { + err = errors.New("Cascade does not support tilted features") + return + } + + cls := Classifier{ + Feature: []Feature{}, + Threshold: tree.Threshold, + Left: tree.Left, + Right: tree.Right, + } + + for _, rect := range tree.Rects { + f, err := buildFeature(rect) + if err != nil { + return nil, "", err + } + cls.Feature = append(cls.Feature, f) + } + + cs.Classifier = append(cs.Classifier, cls) + } + c.Stage = append(c.Stage, cs) + } + + return +} + +// ParseOpenCV produces a detection Cascade from an OpenCV XML file. +func ParseOpenCV(r io.Reader) (cascade *Cascade, name string, err error) { + // BUG(crawshaw): tag-based parsing doesn't seem to work with <_> + buf, err := ioutil.ReadAll(r) + if err != nil { + return + } + buf = bytes.Replace(buf, []byte("<_>"), []byte(""), -1) + buf = bytes.Replace(buf, []byte(""), []byte(""), -1) + + s := &opencv_storage{} + err = xml.Unmarshal(buf, s) + if err != nil { + return + } + return buildCascade(s) +} diff --git a/graphics/detect/opencv_parser_test.go b/graphics/detect/opencv_parser_test.go new file mode 100644 index 0000000..3433904 --- /dev/null +++ b/graphics/detect/opencv_parser_test.go @@ -0,0 +1,75 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" + "os" + "reflect" + "testing" +) + +var ( + classifier0 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(0, 0, 3, 4), Weight: -1}, + Feature{Rect: image.Rect(3, 4, 5, 6), Weight: 3.1}, + }, + Threshold: 0.03, + Left: 0.01, + Right: 0.8, + } + classifier1 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(3, 7, 17, 11), Weight: -3.2}, + Feature{Rect: image.Rect(3, 9, 17, 11), Weight: 2.}, + }, + Threshold: 0.11, + Left: 0.03, + Right: 0.83, + } + classifier2 = Classifier{ + Feature: []Feature{ + Feature{Rect: image.Rect(1, 1, 3, 3), Weight: -1.}, + Feature{Rect: image.Rect(3, 3, 5, 5), Weight: 2.5}, + }, + Threshold: 0.07, + Left: 0.2, + Right: 0.4, + } + cascade = Cascade{ + Stage: []CascadeStage{ + CascadeStage{ + Classifier: []Classifier{classifier0, classifier1}, + Threshold: 0.82, + }, + CascadeStage{ + Classifier: []Classifier{classifier2}, + Threshold: 0.22, + }, + }, + Size: image.Pt(20, 20), + } +) + +func TestParseOpenCV(t *testing.T) { + file, err := os.Open("../../testdata/opencv.xml") + if err != nil { + t.Fatal(err) + } + defer file.Close() + + cascadeFile, name, err := ParseOpenCV(file) + if err != nil { + t.Fatal(err) + } + if name != "name_of_cascade" { + t.Fatalf("name: got %s want name_of_cascade", name) + } + + if !reflect.DeepEqual(cascade, *cascadeFile) { + t.Errorf("got\n %v want\n %v", *cascadeFile, cascade) + } +} diff --git a/graphics/detect/projector.go b/graphics/detect/projector.go new file mode 100644 index 0000000..1ebd6db --- /dev/null +++ b/graphics/detect/projector.go @@ -0,0 +1,55 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" +) + +// projector allows projecting from a source Rectangle onto a target Rectangle. +type projector struct { + // rx, ry is the scaling factor. + rx, ry float64 + // dx, dy is the translation factor. + dx, dy float64 + // r is the clipping region of the target. + r image.Rectangle +} + +// newProjector creates a Projector with source src and target dst. +func newProjector(dst image.Rectangle, src image.Rectangle) *projector { + return &projector{ + rx: float64(dst.Dx()) / float64(src.Dx()), + ry: float64(dst.Dy()) / float64(src.Dy()), + dx: float64(dst.Min.X - src.Min.X), + dy: float64(dst.Min.Y - src.Min.Y), + r: dst, + } +} + +// pt projects p from the source rectangle onto the target rectangle. +func (s *projector) pt(p image.Point) image.Point { + return image.Point{ + clamp(s.rx*float64(p.X)+s.dx, s.r.Min.X, s.r.Max.X), + clamp(s.ry*float64(p.Y)+s.dy, s.r.Min.Y, s.r.Max.Y), + } +} + +// rect projects r from the source rectangle onto the target rectangle. +func (s *projector) rect(r image.Rectangle) image.Rectangle { + return image.Rectangle{s.pt(r.Min), s.pt(r.Max)} +} + +// clamp rounds and clamps o to the integer range [x0, x1]. +func clamp(o float64, x0, x1 int) int { + x := int(o + 0.5) + if x < x0 { + return x0 + } + if x > x1 { + return x1 + } + return x +} diff --git a/graphics/detect/projector_test.go b/graphics/detect/projector_test.go new file mode 100644 index 0000000..c6d0b0c --- /dev/null +++ b/graphics/detect/projector_test.go @@ -0,0 +1,49 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package detect + +import ( + "image" + "reflect" + "testing" +) + +type projectorTest struct { + dst image.Rectangle + src image.Rectangle + pdst image.Rectangle + psrc image.Rectangle +} + +var projectorTests = []projectorTest{ + { + image.Rect(0, 0, 6, 6), + image.Rect(0, 0, 2, 2), + image.Rect(0, 0, 6, 6), + image.Rect(0, 0, 2, 2), + }, + { + image.Rect(0, 0, 6, 6), + image.Rect(0, 0, 2, 2), + image.Rect(3, 3, 6, 6), + image.Rect(1, 1, 2, 2), + }, + { + image.Rect(30, 30, 40, 40), + image.Rect(10, 10, 20, 20), + image.Rect(32, 33, 34, 37), + image.Rect(12, 13, 14, 17), + }, +} + +func TestProjector(t *testing.T) { + for i, tt := range projectorTests { + pr := newProjector(tt.dst, tt.src) + res := pr.rect(tt.psrc) + if !reflect.DeepEqual(res, tt.pdst) { + t.Errorf("%d: got %v want %v", i, res, tt.pdst) + } + } +} diff --git a/graphics/graphicstest/Makefile b/graphics/graphicstest/Makefile new file mode 100644 index 0000000..7bfdf22 --- /dev/null +++ b/graphics/graphicstest/Makefile @@ -0,0 +1,11 @@ +# Copyright 2011 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +TARG=code.google.com/p/graphics-go/graphics/graphicstest +GOFILES=\ + graphicstest.go\ + +include $(GOROOT)/src/Make.pkg diff --git a/graphics/graphicstest/graphicstest.go b/graphics/graphicstest/graphicstest.go new file mode 100644 index 0000000..ceb3a97 --- /dev/null +++ b/graphics/graphicstest/graphicstest.go @@ -0,0 +1,112 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphicstest + +import ( + "bytes" + "errors" + "fmt" + "image" + "image/color" + "os" +) + +// LoadImage decodes an image from a file. +func LoadImage(path string) (img image.Image, err error) { + file, err := os.Open(path) + if err != nil { + return + } + defer file.Close() + img, _, err = image.Decode(file) + return +} + +func delta(u0, u1 uint32) int { + d := int(u0) - int(u1) + if d < 0 { + return -d + } + return d +} + +func withinTolerance(c0, c1 color.Color, tol int) bool { + r0, g0, b0, a0 := c0.RGBA() + r1, g1, b1, a1 := c1.RGBA() + r := delta(r0, r1) + g := delta(g0, g1) + b := delta(b0, b1) + a := delta(a0, a1) + return r <= tol && g <= tol && b <= tol && a <= tol +} + +// ImageWithinTolerance checks that each pixel varies by no more than tol. +func ImageWithinTolerance(m0, m1 image.Image, tol int) error { + b0 := m0.Bounds() + b1 := m1.Bounds() + if !b0.Eq(b1) { + return errors.New(fmt.Sprintf("got bounds %v want %v", b0, b1)) + } + + for y := b0.Min.Y; y < b0.Max.Y; y++ { + for x := b0.Min.X; x < b0.Max.X; x++ { + c0 := m0.At(x, y) + c1 := m1.At(x, y) + if !withinTolerance(c0, c1, tol) { + e := fmt.Sprintf("got %v want %v at (%d, %d)", c0, c1, x, y) + return errors.New(e) + } + } + } + return nil +} + +// SprintBox pretty prints the array as a hexidecimal matrix. +func SprintBox(box []byte, width, height int) string { + buf := bytes.NewBuffer(nil) + i := 0 + for y := 0; y < height; y++ { + for x := 0; x < width; x++ { + fmt.Fprintf(buf, " 0x%02x,", box[i]) + i++ + } + buf.WriteByte('\n') + } + return buf.String() +} + +// SprintImageR pretty prints the red channel of src. It looks like SprintBox. +func SprintImageR(src *image.RGBA) string { + w, h := src.Rect.Dx(), src.Rect.Dy() + i := 0 + box := make([]byte, w*h) + for y := src.Rect.Min.Y; y < src.Rect.Max.Y; y++ { + for x := src.Rect.Min.X; x < src.Rect.Max.X; x++ { + off := (y-src.Rect.Min.Y)*src.Stride + (x-src.Rect.Min.X)*4 + box[i] = src.Pix[off] + i++ + } + } + return SprintBox(box, w, h) +} + +// MakeRGBA returns an image with R, G, B taken from src. +func MakeRGBA(src []uint8, width int) *image.RGBA { + b := image.Rect(0, 0, width, len(src)/width) + ret := image.NewRGBA(b) + i := 0 + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + ret.SetRGBA(x, y, color.RGBA{ + R: src[i], + G: src[i], + B: src[i], + A: 0xff, + }) + i++ + } + } + return ret +} diff --git a/graphics/interp/Makefile b/graphics/interp/Makefile new file mode 100644 index 0000000..4d8f524 --- /dev/null +++ b/graphics/interp/Makefile @@ -0,0 +1,13 @@ +# Copyright 2012 The Graphics-Go Authors. All rights reserved. +# Use of this source code is governed by a BSD-style +# license that can be found in the LICENSE file. + +include $(GOROOT)/src/Make.inc + +TARG=code.google.com/p/graphics-go/graphics/interp +GOFILES=\ + bilinear.go\ + doc.go\ + interp.go\ + +include $(GOROOT)/src/Make.pkg diff --git a/graphics/interp/bilinear.go b/graphics/interp/bilinear.go new file mode 100644 index 0000000..e18321a --- /dev/null +++ b/graphics/interp/bilinear.go @@ -0,0 +1,206 @@ +// Copyright 2012 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package interp + +import ( + "image" + "image/color" + "math" +) + +// Bilinear implements bilinear interpolation. +var Bilinear Interp = bilinear{} + +type bilinear struct{} + +func (i bilinear) Interp(src image.Image, x, y float64) color.Color { + if src, ok := src.(*image.RGBA); ok { + return i.RGBA(src, x, y) + } + return bilinearGeneral(src, x, y) +} + +func bilinearGeneral(src image.Image, x, y float64) color.Color { + p := findLinearSrc(src.Bounds(), x, y) + var fr, fg, fb, fa float64 + var r, g, b, a uint32 + + r, g, b, a = src.At(p.low.X, p.low.Y).RGBA() + fr += float64(r) * p.frac00 + fg += float64(g) * p.frac00 + fb += float64(b) * p.frac00 + fa += float64(a) * p.frac00 + + r, g, b, a = src.At(p.high.X, p.low.Y).RGBA() + fr += float64(r) * p.frac01 + fg += float64(g) * p.frac01 + fb += float64(b) * p.frac01 + fa += float64(a) * p.frac01 + + r, g, b, a = src.At(p.low.X, p.high.Y).RGBA() + fr += float64(r) * p.frac10 + fg += float64(g) * p.frac10 + fb += float64(b) * p.frac10 + fa += float64(a) * p.frac10 + + r, g, b, a = src.At(p.high.X, p.high.Y).RGBA() + fr += float64(r) * p.frac11 + fg += float64(g) * p.frac11 + fb += float64(b) * p.frac11 + fa += float64(a) * p.frac11 + + var c color.RGBA64 + c.R = uint16(fr + 0.5) + c.G = uint16(fg + 0.5) + c.B = uint16(fb + 0.5) + c.A = uint16(fa + 0.5) + return c +} + +func (bilinear) RGBA(src *image.RGBA, x, y float64) color.RGBA { + p := findLinearSrc(src.Bounds(), x, y) + + // Array offsets for the surrounding pixels. + off00 := offRGBA(src, p.low.X, p.low.Y) + off01 := offRGBA(src, p.high.X, p.low.Y) + off10 := offRGBA(src, p.low.X, p.high.Y) + off11 := offRGBA(src, p.high.X, p.high.Y) + + var fr, fg, fb, fa float64 + + fr += float64(src.Pix[off00+0]) * p.frac00 + fg += float64(src.Pix[off00+1]) * p.frac00 + fb += float64(src.Pix[off00+2]) * p.frac00 + fa += float64(src.Pix[off00+3]) * p.frac00 + + fr += float64(src.Pix[off01+0]) * p.frac01 + fg += float64(src.Pix[off01+1]) * p.frac01 + fb += float64(src.Pix[off01+2]) * p.frac01 + fa += float64(src.Pix[off01+3]) * p.frac01 + + fr += float64(src.Pix[off10+0]) * p.frac10 + fg += float64(src.Pix[off10+1]) * p.frac10 + fb += float64(src.Pix[off10+2]) * p.frac10 + fa += float64(src.Pix[off10+3]) * p.frac10 + + fr += float64(src.Pix[off11+0]) * p.frac11 + fg += float64(src.Pix[off11+1]) * p.frac11 + fb += float64(src.Pix[off11+2]) * p.frac11 + fa += float64(src.Pix[off11+3]) * p.frac11 + + var c color.RGBA + c.R = uint8(fr + 0.5) + c.G = uint8(fg + 0.5) + c.B = uint8(fb + 0.5) + c.A = uint8(fa + 0.5) + return c +} + +func (bilinear) Gray(src *image.Gray, x, y float64) color.Gray { + p := findLinearSrc(src.Bounds(), x, y) + + // Array offsets for the surrounding pixels. + off00 := offGray(src, p.low.X, p.low.Y) + off01 := offGray(src, p.high.X, p.low.Y) + off10 := offGray(src, p.low.X, p.high.Y) + off11 := offGray(src, p.high.X, p.high.Y) + + var fc float64 + fc += float64(src.Pix[off00]) * p.frac00 + fc += float64(src.Pix[off01]) * p.frac01 + fc += float64(src.Pix[off10]) * p.frac10 + fc += float64(src.Pix[off11]) * p.frac11 + + var c color.Gray + c.Y = uint8(fc + 0.5) + return c +} + +type bilinearSrc struct { + // Top-left and bottom-right interpolation sources + low, high image.Point + // Fraction of each pixel to take. The 0 suffix indicates + // top/left, and the 1 suffix indicates bottom/right. + frac00, frac01, frac10, frac11 float64 +} + +func findLinearSrc(b image.Rectangle, sx, sy float64) bilinearSrc { + maxX := float64(b.Max.X) + maxY := float64(b.Max.Y) + minX := float64(b.Min.X) + minY := float64(b.Min.Y) + lowX := math.Floor(sx - 0.5) + lowY := math.Floor(sy - 0.5) + if lowX < minX { + lowX = minX + } + if lowY < minY { + lowY = minY + } + + highX := math.Ceil(sx - 0.5) + highY := math.Ceil(sy - 0.5) + if highX >= maxX { + highX = maxX - 1 + } + if highY >= maxY { + highY = maxY - 1 + } + + // In the variables below, the 0 suffix indicates top/left, and the + // 1 suffix indicates bottom/right. + + // Center of each surrounding pixel. + x00 := lowX + 0.5 + y00 := lowY + 0.5 + x01 := highX + 0.5 + y01 := lowY + 0.5 + x10 := lowX + 0.5 + y10 := highY + 0.5 + x11 := highX + 0.5 + y11 := highY + 0.5 + + p := bilinearSrc{ + low: image.Pt(int(lowX), int(lowY)), + high: image.Pt(int(highX), int(highY)), + } + + // Literally, edge cases. If we are close enough to the edge of + // the image, curtail the interpolation sources. + if lowX == highX && lowY == highY { + p.frac00 = 1.0 + } else if sy-minY <= 0.5 && sx-minX <= 0.5 { + p.frac00 = 1.0 + } else if maxY-sy <= 0.5 && maxX-sx <= 0.5 { + p.frac11 = 1.0 + } else if sy-minY <= 0.5 || lowY == highY { + p.frac00 = x01 - sx + p.frac01 = sx - x00 + } else if sx-minX <= 0.5 || lowX == highX { + p.frac00 = y10 - sy + p.frac10 = sy - y00 + } else if maxY-sy <= 0.5 { + p.frac10 = x11 - sx + p.frac11 = sx - x10 + } else if maxX-sx <= 0.5 { + p.frac01 = y11 - sy + p.frac11 = sy - y01 + } else { + p.frac00 = (x01 - sx) * (y10 - sy) + p.frac01 = (sx - x00) * (y11 - sy) + p.frac10 = (x11 - sx) * (sy - y00) + p.frac11 = (sx - x10) * (sy - y01) + } + + return p +} + +// TODO(crawshaw): When we have inlining, consider func (p *RGBA) Off(x, y) int +func offRGBA(src *image.RGBA, x, y int) int { + return (y-src.Rect.Min.Y)*src.Stride + (x-src.Rect.Min.X)*4 +} +func offGray(src *image.Gray, x, y int) int { + return (y-src.Rect.Min.Y)*src.Stride + (x - src.Rect.Min.X) +} diff --git a/graphics/interp/bilinear_test.go b/graphics/interp/bilinear_test.go new file mode 100644 index 0000000..242d705 --- /dev/null +++ b/graphics/interp/bilinear_test.go @@ -0,0 +1,143 @@ +// Copyright 2012 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package interp + +import ( + "image" + "image/color" + "testing" +) + +type interpTest struct { + desc string + src []uint8 + srcWidth int + x, y float64 + expect uint8 +} + +func (p *interpTest) newSrc() *image.RGBA { + b := image.Rect(0, 0, p.srcWidth, len(p.src)/p.srcWidth) + src := image.NewRGBA(b) + i := 0 + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + src.SetRGBA(x, y, color.RGBA{ + R: p.src[i], + G: p.src[i], + B: p.src[i], + A: 0xff, + }) + i++ + } + } + return src +} + +var interpTests = []interpTest{ + { + desc: "center of a single white pixel should match that pixel", + src: []uint8{0x00}, + srcWidth: 1, + x: 0.5, + y: 0.5, + expect: 0x00, + }, + { + desc: "middle of a square is equally weighted", + src: []uint8{ + 0x00, 0xff, + 0xff, 0x00, + }, + srcWidth: 2, + x: 1.0, + y: 1.0, + expect: 0x80, + }, + { + desc: "center of a pixel is just that pixel", + src: []uint8{ + 0x00, 0xff, + 0xff, 0x00, + }, + srcWidth: 2, + x: 1.5, + y: 0.5, + expect: 0xff, + }, + { + desc: "asymmetry abounds", + src: []uint8{ + 0xaa, 0x11, 0x55, + 0xff, 0x95, 0xdd, + }, + srcWidth: 3, + x: 2.0, + y: 1.0, + expect: 0x76, // (0x11 + 0x55 + 0x95 + 0xdd) / 4 + }, +} + +func TestBilinearRGBA(t *testing.T) { + for _, p := range interpTests { + src := p.newSrc() + + // Fast path. + c := Bilinear.(RGBA).RGBA(src, p.x, p.y) + if c.R != c.G || c.R != c.B || c.A != 0xff { + t.Errorf("expect channels to match, got %v", c) + continue + } + if c.R != p.expect { + t.Errorf("%s: got 0x%02x want 0x%02x", p.desc, c.R, p.expect) + continue + } + + // Standard Interp should use the fast path. + cStd := Bilinear.Interp(src, p.x, p.y) + if cStd != c { + t.Errorf("%s: standard mismatch got %v want %v", p.desc, cStd, c) + continue + } + + // General case should match the fast path. + cGen := color.RGBAModel.Convert(bilinearGeneral(src, p.x, p.y)) + r0, g0, b0, a0 := c.RGBA() + r1, g1, b1, a1 := cGen.RGBA() + if r0 != r1 || g0 != g1 || b0 != b1 || a0 != a1 { + t.Errorf("%s: general case mismatch got %v want %v", p.desc, c, cGen) + continue + } + } +} + +func TestBilinearSubImage(t *testing.T) { + b0 := image.Rect(0, 0, 4, 4) + src0 := image.NewRGBA(b0) + b1 := image.Rect(1, 1, 3, 3) + src1 := src0.SubImage(b1).(*image.RGBA) + src1.Set(1, 1, color.RGBA{0x11, 0, 0, 0xff}) + src1.Set(2, 1, color.RGBA{0x22, 0, 0, 0xff}) + src1.Set(1, 2, color.RGBA{0x33, 0, 0, 0xff}) + src1.Set(2, 2, color.RGBA{0x44, 0, 0, 0xff}) + + tests := []struct { + x, y float64 + want uint8 + }{ + {1, 1, 0x11}, + {3, 1, 0x22}, + {1, 3, 0x33}, + {3, 3, 0x44}, + {2, 2, 0x2b}, + } + + for _, p := range tests { + c := Bilinear.(RGBA).RGBA(src1, p.x, p.y) + if c.R != p.want { + t.Errorf("(%.0f, %.0f): got 0x%02x want 0x%02x", p.x, p.y, c.R, p.want) + } + } +} diff --git a/graphics/interp/doc.go b/graphics/interp/doc.go new file mode 100644 index 0000000..b115534 --- /dev/null +++ b/graphics/interp/doc.go @@ -0,0 +1,25 @@ +// Copyright 2012 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +/* +Package interp implements image interpolation. + +An interpolator provides the Interp interface, which can be used +to interpolate a pixel: + + c := interp.Bilinear.Interp(src, 1.2, 1.8) + +To interpolate a large number of RGBA or Gray pixels, an implementation +may provide a fast-path by implementing the RGBA or Gray interfaces. + + i1, ok := i.(interp.RGBA) + if ok { + c := i1.RGBA(src, 1.2, 1.8) + // use c.R, c.G, etc + return + } + c := i.Interp(src, 1.2, 1.8) + // use generic color.Color +*/ +package interp diff --git a/graphics/interp/interp.go b/graphics/interp/interp.go new file mode 100644 index 0000000..560637d --- /dev/null +++ b/graphics/interp/interp.go @@ -0,0 +1,29 @@ +// Copyright 2012 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package interp + +import ( + "image" + "image/color" +) + +// Interp interpolates an image's color at fractional co-ordinates. +type Interp interface { + // Interp interpolates (x, y). + Interp(src image.Image, x, y float64) color.Color +} + +// RGBA is a fast-path interpolation implementation for image.RGBA. +// It is common for an Interp to also implement RGBA. +type RGBA interface { + // RGBA interpolates (x, y). + RGBA(src *image.RGBA, x, y float64) color.RGBA +} + +// Gray is a fast-path interpolation implementation for image.Gray. +type Gray interface { + // Gray interpolates (x, y). + Gray(src *image.Gray, x, y float64) color.Gray +} diff --git a/graphics/rotate.go b/graphics/rotate.go new file mode 100644 index 0000000..62bde1a --- /dev/null +++ b/graphics/rotate.go @@ -0,0 +1,35 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/interp" + "errors" + "image" + "image/draw" +) + +// RotateOptions are the rotation parameters. +// Angle is the angle, in radians, to rotate the image clockwise. +type RotateOptions struct { + Angle float64 +} + +// Rotate produces a rotated version of src, drawn onto dst. +func Rotate(dst draw.Image, src image.Image, opt *RotateOptions) error { + if dst == nil { + return errors.New("graphics: dst is nil") + } + if src == nil { + return errors.New("graphics: src is nil") + } + + angle := 0.0 + if opt != nil { + angle = opt.Angle + } + + return I.Rotate(angle).TransformCenter(dst, src, interp.Bilinear) +} diff --git a/graphics/rotate_test.go b/graphics/rotate_test.go new file mode 100644 index 0000000..bfc532a --- /dev/null +++ b/graphics/rotate_test.go @@ -0,0 +1,169 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "math" + "testing" + + _ "image/png" +) + +var rotateOneColorTests = []transformOneColorTest{ + { + "onepixel-onequarter", 1, 1, 1, 1, + &RotateOptions{math.Pi / 2}, + []uint8{0xff}, + []uint8{0xff}, + }, + { + "onepixel-partial", 1, 1, 1, 1, + &RotateOptions{math.Pi * 2.0 / 3.0}, + []uint8{0xff}, + []uint8{0xff}, + }, + { + "onepixel-complete", 1, 1, 1, 1, + &RotateOptions{2 * math.Pi}, + []uint8{0xff}, + []uint8{0xff}, + }, + { + "even-onequarter", 2, 2, 2, 2, + &RotateOptions{math.Pi / 2.0}, + []uint8{ + 0xff, 0x00, + 0x00, 0xff, + }, + []uint8{ + 0x00, 0xff, + 0xff, 0x00, + }, + }, + { + "even-complete", 2, 2, 2, 2, + &RotateOptions{2.0 * math.Pi}, + []uint8{ + 0xff, 0x00, + 0x00, 0xff, + }, + []uint8{ + 0xff, 0x00, + 0x00, 0xff, + }, + }, + { + "line-partial", 3, 3, 3, 3, + &RotateOptions{math.Pi * 1.0 / 3.0}, + []uint8{ + 0x00, 0x00, 0x00, + 0xff, 0xff, 0xff, + 0x00, 0x00, 0x00, + }, + []uint8{ + 0xa2, 0x80, 0x00, + 0x22, 0xff, 0x22, + 0x00, 0x80, 0xa2, + }, + }, + { + "line-offset-partial", 3, 3, 3, 3, + &RotateOptions{math.Pi * 3 / 2}, + []uint8{ + 0x00, 0x00, 0x00, + 0x00, 0xff, 0xff, + 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0xff, 0x00, + 0x00, 0xff, 0x00, + 0x00, 0x00, 0x00, + }, + }, + { + "dot-partial", 4, 4, 4, 4, + &RotateOptions{math.Pi}, + []uint8{ + 0x00, 0x00, 0x00, 0x00, + 0x00, 0xff, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, + }, + []uint8{ + 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0xff, 0x00, + 0x00, 0x00, 0x00, 0x00, + }, + }, +} + +func TestRotateOneColor(t *testing.T) { + for _, oc := range rotateOneColorTests { + src := oc.newSrc() + dst := oc.newDst() + + if err := Rotate(dst, src, oc.opt.(*RotateOptions)); err != nil { + t.Errorf("rotate %s: %v", oc.desc, err) + continue + } + if !checkTransformTest(t, &oc, dst) { + continue + } + } +} + +func TestRotateEmpty(t *testing.T) { + empty := image.NewRGBA(image.Rect(0, 0, 0, 0)) + if err := Rotate(empty, empty, nil); err != nil { + t.Fatal(err) + } +} + +func TestRotateGopherSide(t *testing.T) { + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + + srcb := src.Bounds() + dst := image.NewRGBA(image.Rect(0, 0, srcb.Dy(), srcb.Dx())) + if err := Rotate(dst, src, &RotateOptions{math.Pi / 2.0}); err != nil { + t.Fatal(err) + } + + cmp, err := graphicstest.LoadImage("../testdata/gopher-rotate-side.png") + if err != nil { + t.Fatal(err) + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0x101) + if err != nil { + t.Fatal(err) + } +} + +func TestRotateGopherPartial(t *testing.T) { + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + + srcb := src.Bounds() + dst := image.NewRGBA(image.Rect(0, 0, srcb.Dx(), srcb.Dy())) + if err := Rotate(dst, src, &RotateOptions{math.Pi / 3.0}); err != nil { + t.Fatal(err) + } + + cmp, err := graphicstest.LoadImage("../testdata/gopher-rotate-partial.png") + if err != nil { + t.Fatal(err) + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0x101) + if err != nil { + t.Fatal(err) + } +} diff --git a/graphics/scale.go b/graphics/scale.go new file mode 100644 index 0000000..7a7fe96 --- /dev/null +++ b/graphics/scale.go @@ -0,0 +1,31 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/interp" + "errors" + "image" + "image/draw" +) + +// Scale produces a scaled version of the image using bilinear interpolation. +func Scale(dst draw.Image, src image.Image) error { + if dst == nil { + return errors.New("graphics: dst is nil") + } + if src == nil { + return errors.New("graphics: src is nil") + } + + b := dst.Bounds() + srcb := src.Bounds() + if b.Empty() || srcb.Empty() { + return nil + } + sx := float64(b.Dx()) / float64(srcb.Dx()) + sy := float64(b.Dy()) / float64(srcb.Dy()) + return I.Scale(sx, sy).Transform(dst, src, interp.Bilinear) +} diff --git a/graphics/scale_test.go b/graphics/scale_test.go new file mode 100644 index 0000000..9c2468f --- /dev/null +++ b/graphics/scale_test.go @@ -0,0 +1,153 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "testing" + + _ "image/png" +) + +var scaleOneColorTests = []transformOneColorTest{ + { + "down-half", + 1, 1, + 2, 2, + nil, + []uint8{ + 0x80, 0x00, + 0x00, 0x80, + }, + []uint8{ + 0x40, + }, + }, + { + "up-double", + 4, 4, + 2, 2, + nil, + []uint8{ + 0x80, 0x00, + 0x00, 0x80, + }, + []uint8{ + 0x80, 0x60, 0x20, 0x00, + 0x60, 0x50, 0x30, 0x20, + 0x20, 0x30, 0x50, 0x60, + 0x00, 0x20, 0x60, 0x80, + }, + }, + { + "up-doublewidth", + 4, 2, + 2, 2, + nil, + []uint8{ + 0x80, 0x00, + 0x00, 0x80, + }, + []uint8{ + 0x80, 0x60, 0x20, 0x00, + 0x00, 0x20, 0x60, 0x80, + }, + }, + { + "up-doubleheight", + 2, 4, + 2, 2, + nil, + []uint8{ + 0x80, 0x00, + 0x00, 0x80, + }, + []uint8{ + 0x80, 0x00, + 0x60, 0x20, + 0x20, 0x60, + 0x00, 0x80, + }, + }, + { + "up-partial", + 3, 3, + 2, 2, + nil, + []uint8{ + 0x80, 0x00, + 0x00, 0x80, + }, + []uint8{ + 0x80, 0x40, 0x00, + 0x40, 0x40, 0x40, + 0x00, 0x40, 0x80, + }, + }, +} + +func TestScaleOneColor(t *testing.T) { + for _, oc := range scaleOneColorTests { + dst := oc.newDst() + src := oc.newSrc() + if err := Scale(dst, src); err != nil { + t.Errorf("scale %s: %v", oc.desc, err) + continue + } + + if !checkTransformTest(t, &oc, dst) { + continue + } + } +} + +func TestScaleEmpty(t *testing.T) { + empty := image.NewRGBA(image.Rect(0, 0, 0, 0)) + if err := Scale(empty, empty); err != nil { + t.Fatal(err) + } +} + +func TestScaleGopher(t *testing.T) { + dst := image.NewRGBA(image.Rect(0, 0, 100, 150)) + + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Error(err) + return + } + + // Down-sample. + if err := Scale(dst, src); err != nil { + t.Fatal(err) + } + cmp, err := graphicstest.LoadImage("../testdata/gopher-100x150.png") + if err != nil { + t.Error(err) + return + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0) + if err != nil { + t.Error(err) + return + } + + // Up-sample. + dst = image.NewRGBA(image.Rect(0, 0, 500, 750)) + if err := Scale(dst, src); err != nil { + t.Fatal(err) + } + cmp, err = graphicstest.LoadImage("../testdata/gopher-500x750.png") + if err != nil { + t.Error(err) + return + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0) + if err != nil { + t.Error(err) + return + } +} diff --git a/graphics/shared_test.go b/graphics/shared_test.go new file mode 100644 index 0000000..e1cd21f --- /dev/null +++ b/graphics/shared_test.go @@ -0,0 +1,69 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "bytes" + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "image/color" + "testing" +) + +type transformOneColorTest struct { + desc string + dstWidth int + dstHeight int + srcWidth int + srcHeight int + opt interface{} + src []uint8 + res []uint8 +} + +func (oc *transformOneColorTest) newSrc() *image.RGBA { + b := image.Rect(0, 0, oc.srcWidth, oc.srcHeight) + src := image.NewRGBA(b) + i := 0 + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + src.SetRGBA(x, y, color.RGBA{ + R: oc.src[i], + G: oc.src[i], + B: oc.src[i], + A: oc.src[i], + }) + i++ + } + } + return src +} + +func (oc *transformOneColorTest) newDst() *image.RGBA { + return image.NewRGBA(image.Rect(0, 0, oc.dstWidth, oc.dstHeight)) +} + +func checkTransformTest(t *testing.T, oc *transformOneColorTest, dst *image.RGBA) bool { + for ch := 0; ch < 4; ch++ { + i := 0 + res := make([]byte, len(oc.res)) + for y := 0; y < oc.dstHeight; y++ { + for x := 0; x < oc.dstWidth; x++ { + off := (y-dst.Rect.Min.Y)*dst.Stride + (x-dst.Rect.Min.X)*4 + res[i] = dst.Pix[off+ch] + i++ + } + } + + if !bytes.Equal(res, oc.res) { + got := graphicstest.SprintBox(res, oc.dstWidth, oc.dstHeight) + want := graphicstest.SprintBox(oc.res, oc.dstWidth, oc.dstHeight) + t.Errorf("%s: ch=%d\n got\n%s\n want\n%s", oc.desc, ch, got, want) + return false + } + } + + return true +} diff --git a/graphics/thumbnail.go b/graphics/thumbnail.go new file mode 100644 index 0000000..d3ad7e8 --- /dev/null +++ b/graphics/thumbnail.go @@ -0,0 +1,41 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "image" + "image/draw" +) + +// Thumbnail scales and crops src so it fits in dst. +func Thumbnail(dst draw.Image, src image.Image) error { + // Scale down src in the dimension that is closer to dst. + sb := src.Bounds() + db := dst.Bounds() + rx := float64(sb.Dx()) / float64(db.Dx()) + ry := float64(sb.Dy()) / float64(db.Dy()) + var b image.Rectangle + if rx < ry { + b = image.Rect(0, 0, db.Dx(), int(float64(sb.Dy())/rx)) + } else { + b = image.Rect(0, 0, int(float64(sb.Dx())/ry), db.Dy()) + } + + buf := image.NewRGBA(b) + if err := Scale(buf, src); err != nil { + return err + } + + // Crop. + // TODO(crawshaw): improve on center-alignment. + var pt image.Point + if rx < ry { + pt.Y = (b.Dy() - db.Dy()) / 2 + } else { + pt.X = (b.Dx() - db.Dx()) / 2 + } + draw.Draw(dst, db, buf, pt, draw.Src) + return nil +} diff --git a/graphics/thumbnail_test.go b/graphics/thumbnail_test.go new file mode 100644 index 0000000..d12659f --- /dev/null +++ b/graphics/thumbnail_test.go @@ -0,0 +1,53 @@ +// Copyright 2011 The Graphics-Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package graphics + +import ( + "code.google.com/p/graphics-go/graphics/graphicstest" + "image" + "testing" + + _ "image/png" +) + +func TestThumbnailGopher(t *testing.T) { + dst := image.NewRGBA(image.Rect(0, 0, 80, 80)) + + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + if err := Thumbnail(dst, src); err != nil { + t.Fatal(err) + } + cmp, err := graphicstest.LoadImage("../testdata/gopher-thumb-80x80.png") + if err != nil { + t.Fatal(err) + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0) + if err != nil { + t.Error(err) + } +} + +func TestThumbnailLongGopher(t *testing.T) { + dst := image.NewRGBA(image.Rect(0, 0, 50, 150)) + + src, err := graphicstest.LoadImage("../testdata/gopher.png") + if err != nil { + t.Fatal(err) + } + if err := Thumbnail(dst, src); err != nil { + t.Fatal(err) + } + cmp, err := graphicstest.LoadImage("../testdata/gopher-thumb-50x150.png") + if err != nil { + t.Fatal(err) + } + err = graphicstest.ImageWithinTolerance(dst, cmp, 0) + if err != nil { + t.Error(err) + } +} diff --git a/lib/codereview/codereview.cfg b/lib/codereview/codereview.cfg new file mode 100644 index 0000000..93b55c0 --- /dev/null +++ b/lib/codereview/codereview.cfg @@ -0,0 +1 @@ +defaultcc: golang-dev@googlegroups.com diff --git a/testdata/gopher-100x150.png b/testdata/gopher-100x150.png new file mode 100644 index 0000000000000000000000000000000000000000..a0879db382dad4e422c86331b594c193c606eb97 GIT binary patch literal 31355 zcmV(*K;FNJP)MV1u4jq@h1`6{nXIkzpvu#{F3ZO;}MC-5weDoGR!Td%pgZFosh1W^_kCZ2Nk7^M`s?Dvhk*lZvcsUT%6K(k=1P}$x>CfZNb&7Q6()dva+eGny)LN$QxB;0^Yvm z1SSar0#X%unwPo6WJNQWC^mTS7I6?ofotlfs%nWBtGwX&#xRYhy|jX4g#&2tUEUCwb$!}Xe$TQBFizv1c{KS;w6H!kW_ zwwNZUJRVii6+x{T8-M+!{ue*rTu+0yA8!8TcOq*lfeA8KYa)-3@FgCYt4gjC#iB`y zqC{wlii^^+tP2_6%u+$%kqt 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