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Loading validation dataset...
face detector loaded : 1
loading images...
100 images loaded
200 images loaded
get 219 faces in total
Start training...
augment data sets
augmented size: 3596
training stage: 0 of 6
calculate regression targets
train forest of stage:0
it will take some time to build the Random Forest, please be patient!!!
landmark: landmark: landmark: 36landmark: 12
landmark: landmark: landmark: 53
landmark: build forest of landmark: 53 of stage: 0
42build forest of landmark: 12landmark: of stage: 0
58
build forest of landmark: 58 of stage: 0
48
build forest of landmark: 48 of stage: 0
63
18build forest of landmark: 42 of stage: 0
0
build forest of landmark: 0 of stage: 0
get pixel differences
get pixel differencesbuild forest of landmark: build forest of landmark: 18 of stage: 0
landmark: 30
get pixel differencesbuild forest of landmark: 30 of stage: 0
landmark: 24
build forest of landmark: 24 of stage: 0
landmark: build forest of landmark: 6
get pixel differencesbuild forest of landmark: 6 of stage: 0
36 of stage: 0
63 of stage: 0
get pixel differences
get pixel differences
get pixel differences
get pixel differencesget pixel differences
get pixel differences
get pixel differences
get pixel differences
landmark: 43
build forest of landmark: 43 of stage: 0
get pixel differences
landmark: 25
build forest of landmark: 25 of stage: 0
get pixel differences
landmark: 54
build forest of landmark: 54 of stage: 0
get pixel differences
landmark: 49
build forest of landmark: 49 of stage: 0
get pixel differences
landmark: 13
build forest of landmark: 13 of stage: 0
get pixel differences
landmark: 19
build forest of landmark: 19 of stage: 0
get pixel differences
landmark: 37
build forest of landmark: 37 of stage: 0
get pixel differences
landmark: 1
build forest of landmark: 1 of stage: 0
get pixel differences
landmark: 59
build forest of landmark: 59 of stage: 0
get pixel differences
landmark: 64
build forest of landmark: 64 of stage: 0
get pixel differences
landmark: 31
build forest of landmark: 31 of stage: 0
get pixel differences
landmark: 7
build forest of landmark: 7 of stage: 0
get pixel differences
landmark: 44
build forest of landmark: 44 of stage: 0
get pixel differences
landmark: 55
build forest of landmark: 55 of stage: 0
get pixel differences
landmark: 26
build forest of landmark: 26 of stage: 0
get pixel differences
landmark: 50
build forest of landmark: 50 of stage: 0
get pixel differences
landmark: 20
build forest of landmark: 20 of stage: 0
get pixel differences
landmark: 60
build forest of landmark: 60 of stage: 0
get pixel differences
landmark: 2
build forest of landmark: 2 of stage: 0
get pixel differences
landmark: 38
build forest of landmark: 38 of stage: 0
get pixel differences
landmark: 65
build forest of landmark: 65 of stage: 0
get pixel differences
landmark: 14
build forest of landmark: 14 of stage: 0
get pixel differences
landmark: 8
build forest of landmark: 8 of stage: 0
get pixel differences
landmark: 32
build forest of landmark: 32 of stage: 0
get pixel differences
landmark: 45
build forest of landmark: 45 of stage: 0
get pixel differences
landmark: 27
build forest of landmark: 27 of stage: 0
get pixel differences
landmark: 61
build forest of landmark: 61 of stage: 0
get pixel differences
landmark: 51
build forest of landmark: 51 of stage: 0
get pixel differences
landmark: 56
build forest of landmark: 56 of stage: 0
get pixel differences
landmark: 39
build forest of landmark: 39 of stage: 0
get pixel differences
landmark: 21
build forest of landmark: 21 of stage: 0
get pixel differences
landmark: 3
build forest of landmark: 3 of stage: 0
get pixel differences
landmark: 66
build forest of landmark: 66 of stage: 0
get pixel differences
landmark: 15
build forest of landmark: 15 of stage: 0
get pixel differences
landmark: 9
build forest of landmark: 9 of stage: 0
get pixel differences
landmark: 33
build forest of landmark: 33 of stage: 0
get pixel differences
landmark: 46
build forest of landmark: 46 of stage: 0
get pixel differences
landmark: 40
build forest of landmark: 40 of stage: 0
get pixel differences
landmark: 62
build forest of landmark: 62 of stage: 0
get pixel differences
landmark: 28
build forest of landmark: 28 of stage: 0
get pixel differences
landmark: 52
build forest of landmark: 52 of stage: 0
get pixel differences
landmark: 57
build forest of landmark: 57 of stage: 0
get pixel differences
landmark: 22
build forest of landmark: 22 of stage: 0
get pixel differences
landmark: 4
build forest of landmark: 4 of stage: 0
get pixel differences
landmark: 67
build forest of landmark: 67 of stage: 0
get pixel differences
landmark: 10
build forest of landmark: 10 of stage: 0
get pixel differences
landmark: 34
build forest of landmark: 34 of stage: 0
get pixel differences
landmark: 16
build forest of landmark: 16 of stage: 0
get pixel differences
landmark: 41
build forest of landmark: 41 of stage: 0
get pixel differences
landmark: 47
build forest of landmark: 47 of stage: 0
get pixel differences
landmark: 23
build forest of landmark: 23 of stage: 0
get pixel differences
landmark: 5
build forest of landmark: 5 of stage: 0
get pixel differences
landmark: 29
build forest of landmark: 29 of stage: 0
get pixel differences
landmark: 11
build forest of landmark: 11 of stage: 0
get pixel differences
landmark: 17
build forest of landmark: 17 of stage: 0
get pixel differences
landmark: 35
build forest of landmark: 35 of stage: 0
get pixel differences
Get Global Binary Features
Global Regression of stage 0
it will take some time to do Linear Regression, please be patient!!!
regressing ...regressing ...048
regressing ...24
regressing ...64
regressing ...8
regressing ...32
regressing ...56
regressing ...16
regressing ...40
predict regression targets
update current shapes
train regression error: 300.942, mean error: 0.0836881
Validation at stage: 0
Validation error: 21.8489, mean error: 0.0997666
training stage: 1 of 6
calculate regression targets
train forest of stage:1
it will take some time to build the Random Forest, please be patient!!!
landmark: landmark: 036
landmark: landmark:
build forest of landmark: 36 of stage: landmark: 153
landmark: 12
build forest of landmark: 0build forest of landmark: of stage: 121 of stage:
18
1build forest of landmark: 18 of stage: 1
build forest of landmark: 53 of stage: 1
landmark: landmark: landmark: 6358
landmark: 24landmark:
build forest of landmark: 58 of stage: 1
48landmark: 30
get pixel differencesbuild forest of landmark: 48 of stage:
get pixel differencesget pixel differences
6build forest of landmark: 30 of stage: 1
get pixel differences
42
1
build forest of landmark:
6 of stage: 1
build forest of landmark: 63 of stage: 1
get pixel differences
get pixel differencesbuild forest of landmark: 42 of stage: 1
get pixel differences
get pixel differences
build forest of landmark: 24 of stage: 1
get pixel differences
get pixel differences
get pixel differences
get pixel differences
landmark: 43
build forest of landmark: 43 of stage: 1
get pixel differences
landmark: 1
build forest of landmark: 1 of stage: 1
get pixel differences
landmark: 31
build forest of landmark: 31 of stage: 1
get pixel differences
landmark: 25
build forest of landmark: 25 of stage: 1
get pixel differences
landmark: 7
build forest of landmark: 7 of stage: 1
get pixel differences
landmark: 64
build forest of landmark: 64 of stage: 1
get pixel differences
landmark: 13
build forest of landmark: 13 of stage: 1
get pixel differences
landmark: 54
build forest of landmark: 54 of stage: 1
get pixel differences
landmark: 49
build forest of landmark: 49 of stage: 1
get pixel differences
landmark: 59
build forest of landmark: 59 of stage: 1
get pixel differences
landmark: 37
build forest of landmark: 37 of stage: 1
get pixel differences
landmark: 19
build forest of landmark: 19 of stage: 1
get pixel differences
Illegal instruction (core dumped)
The text was updated successfully, but these errors were encountered:
When i train using your source code, I got an error...
-> Illegal instruction (core dumped)
I use this parameters: (RAM 8.0G)
local_features_num_: 300
landmarks_num_per_face_: 68
regressor_stages_: 6
tree_depth_: 5
trees_num_per_forest_: 24
overlap_: 0.3
initial_guess_: 1
local_radius_by_stages_: 0.29 0.21 0.16 0.12 0.08 0.04
Loading training dataset...
face detector loaded : 1
loading images...
[ INFO:0] Initialize OpenCL runtime...
100 images loaded
200 images loaded
300 images loaded
400 images loaded
500 images loaded
600 images loaded
700 images loaded
800 images loaded
900 images loaded
1000 images loaded
1100 images loaded
1200 images loaded
1300 images loaded
1400 images loaded
1500 images loaded
1600 images loaded
1700 images loaded
get 1798 faces in total
Loading validation dataset...
face detector loaded : 1
loading images...
100 images loaded
200 images loaded
get 219 faces in total
Start training...
augment data sets
augmented size: 3596
training stage: 0 of 6
calculate regression targets
train forest of stage:0
it will take some time to build the Random Forest, please be patient!!!
landmark: landmark: landmark: 36landmark: 12
landmark: landmark: landmark: 53
landmark: build forest of landmark: 53 of stage: 0
42build forest of landmark: 12landmark: of stage: 0
58
build forest of landmark: 58 of stage: 0
48
build forest of landmark: 48 of stage: 0
63
18build forest of landmark: 42 of stage: 0
0
build forest of landmark: 0 of stage: 0
get pixel differences
get pixel differencesbuild forest of landmark: build forest of landmark: 18 of stage: 0
landmark: 30
get pixel differencesbuild forest of landmark: 30 of stage: 0
landmark: 24
build forest of landmark: 24 of stage: 0
landmark: build forest of landmark: 6
get pixel differencesbuild forest of landmark: 6 of stage: 0
36 of stage: 0
63 of stage: 0
get pixel differences
get pixel differences
get pixel differences
get pixel differencesget pixel differences
get pixel differences
get pixel differences
get pixel differences
landmark: 43
build forest of landmark: 43 of stage: 0
get pixel differences
landmark: 25
build forest of landmark: 25 of stage: 0
get pixel differences
landmark: 54
build forest of landmark: 54 of stage: 0
get pixel differences
landmark: 49
build forest of landmark: 49 of stage: 0
get pixel differences
landmark: 13
build forest of landmark: 13 of stage: 0
get pixel differences
landmark: 19
build forest of landmark: 19 of stage: 0
get pixel differences
landmark: 37
build forest of landmark: 37 of stage: 0
get pixel differences
landmark: 1
build forest of landmark: 1 of stage: 0
get pixel differences
landmark: 59
build forest of landmark: 59 of stage: 0
get pixel differences
landmark: 64
build forest of landmark: 64 of stage: 0
get pixel differences
landmark: 31
build forest of landmark: 31 of stage: 0
get pixel differences
landmark: 7
build forest of landmark: 7 of stage: 0
get pixel differences
landmark: 44
build forest of landmark: 44 of stage: 0
get pixel differences
landmark: 55
build forest of landmark: 55 of stage: 0
get pixel differences
landmark: 26
build forest of landmark: 26 of stage: 0
get pixel differences
landmark: 50
build forest of landmark: 50 of stage: 0
get pixel differences
landmark: 20
build forest of landmark: 20 of stage: 0
get pixel differences
landmark: 60
build forest of landmark: 60 of stage: 0
get pixel differences
landmark: 2
build forest of landmark: 2 of stage: 0
get pixel differences
landmark: 38
build forest of landmark: 38 of stage: 0
get pixel differences
landmark: 65
build forest of landmark: 65 of stage: 0
get pixel differences
landmark: 14
build forest of landmark: 14 of stage: 0
get pixel differences
landmark: 8
build forest of landmark: 8 of stage: 0
get pixel differences
landmark: 32
build forest of landmark: 32 of stage: 0
get pixel differences
landmark: 45
build forest of landmark: 45 of stage: 0
get pixel differences
landmark: 27
build forest of landmark: 27 of stage: 0
get pixel differences
landmark: 61
build forest of landmark: 61 of stage: 0
get pixel differences
landmark: 51
build forest of landmark: 51 of stage: 0
get pixel differences
landmark: 56
build forest of landmark: 56 of stage: 0
get pixel differences
landmark: 39
build forest of landmark: 39 of stage: 0
get pixel differences
landmark: 21
build forest of landmark: 21 of stage: 0
get pixel differences
landmark: 3
build forest of landmark: 3 of stage: 0
get pixel differences
landmark: 66
build forest of landmark: 66 of stage: 0
get pixel differences
landmark: 15
build forest of landmark: 15 of stage: 0
get pixel differences
landmark: 9
build forest of landmark: 9 of stage: 0
get pixel differences
landmark: 33
build forest of landmark: 33 of stage: 0
get pixel differences
landmark: 46
build forest of landmark: 46 of stage: 0
get pixel differences
landmark: 40
build forest of landmark: 40 of stage: 0
get pixel differences
landmark: 62
build forest of landmark: 62 of stage: 0
get pixel differences
landmark: 28
build forest of landmark: 28 of stage: 0
get pixel differences
landmark: 52
build forest of landmark: 52 of stage: 0
get pixel differences
landmark: 57
build forest of landmark: 57 of stage: 0
get pixel differences
landmark: 22
build forest of landmark: 22 of stage: 0
get pixel differences
landmark: 4
build forest of landmark: 4 of stage: 0
get pixel differences
landmark: 67
build forest of landmark: 67 of stage: 0
get pixel differences
landmark: 10
build forest of landmark: 10 of stage: 0
get pixel differences
landmark: 34
build forest of landmark: 34 of stage: 0
get pixel differences
landmark: 16
build forest of landmark: 16 of stage: 0
get pixel differences
landmark: 41
build forest of landmark: 41 of stage: 0
get pixel differences
landmark: 47
build forest of landmark: 47 of stage: 0
get pixel differences
landmark: 23
build forest of landmark: 23 of stage: 0
get pixel differences
landmark: 5
build forest of landmark: 5 of stage: 0
get pixel differences
landmark: 29
build forest of landmark: 29 of stage: 0
get pixel differences
landmark: 11
build forest of landmark: 11 of stage: 0
get pixel differences
landmark: 17
build forest of landmark: 17 of stage: 0
get pixel differences
landmark: 35
build forest of landmark: 35 of stage: 0
get pixel differences
Get Global Binary Features
Global Regression of stage 0
it will take some time to do Linear Regression, please be patient!!!
regressing ...regressing ...048
regressing ...24
regressing ...64
regressing ...8
regressing ...32
regressing ...56
regressing ...16
regressing ...40
predict regression targets
update current shapes
train regression error: 300.942, mean error: 0.0836881
Validation at stage: 0
Validation error: 21.8489, mean error: 0.0997666
training stage: 1 of 6
calculate regression targets
train forest of stage:1
it will take some time to build the Random Forest, please be patient!!!
landmark: landmark: 036
landmark: landmark:
build forest of landmark: 36 of stage: landmark: 153
landmark: 12
build forest of landmark: 0build forest of landmark: of stage: 121 of stage:
18
1build forest of landmark: 18 of stage: 1
build forest of landmark: 53 of stage: 1
landmark: landmark: landmark: 6358
landmark: 24landmark:
build forest of landmark: 58 of stage: 1
48landmark: 30
get pixel differencesbuild forest of landmark: 48 of stage:
get pixel differencesget pixel differences
6build forest of landmark: 30 of stage: 1
get pixel differences
42
1
build forest of landmark:
6 of stage: 1
build forest of landmark: 63 of stage: 1
get pixel differences
get pixel differencesbuild forest of landmark: 42 of stage: 1
get pixel differences
get pixel differences
build forest of landmark: 24 of stage: 1
get pixel differences
get pixel differences
get pixel differences
get pixel differences
landmark: 43
build forest of landmark: 43 of stage: 1
get pixel differences
landmark: 1
build forest of landmark: 1 of stage: 1
get pixel differences
landmark: 31
build forest of landmark: 31 of stage: 1
get pixel differences
landmark: 25
build forest of landmark: 25 of stage: 1
get pixel differences
landmark: 7
build forest of landmark: 7 of stage: 1
get pixel differences
landmark: 64
build forest of landmark: 64 of stage: 1
get pixel differences
landmark: 13
build forest of landmark: 13 of stage: 1
get pixel differences
landmark: 54
build forest of landmark: 54 of stage: 1
get pixel differences
landmark: 49
build forest of landmark: 49 of stage: 1
get pixel differences
landmark: 59
build forest of landmark: 59 of stage: 1
get pixel differences
landmark: 37
build forest of landmark: 37 of stage: 1
get pixel differences
landmark: 19
build forest of landmark: 19 of stage: 1
get pixel differences
Illegal instruction (core dumped)
The text was updated successfully, but these errors were encountered: