diff --git a/README.md b/README.md index 2ec102a..ce00f02 100644 --- a/README.md +++ b/README.md @@ -4,12 +4,12 @@ This codec is designed for compressing movies with Poisson noise, which are produced by photon-limited modalities such multiphoton microscopy, radiography, and astronomy. -The codec assumes that the video is linearly encoded with a potential offset (`zero_level`) and that the `photon_sensitivity` (the average increase in intensity per photon) is known or can be accurately estimated from the data. +The codec assumes that the video is linearly encoded with a potential offset (`dark_signal`) and that the `photon_sensitivity` (the average increase in intensity per photon) is known or can be accurately estimated from the data. The codec re-quantizes the grayscale efficiently with a square-root-like transformation to equalize the noise variance across the grayscale levels: the [Anscombe Transform](https://en.wikipedia.org/wiki/Anscombe_transform). -This results in a smaller number of unique grayscale levels and significant improvements in the compressibility of the data without sacrificing signal accuracy. +This results in a smaller number of unique grayscale levels and improvements in the compressibility of the data with a tunable trade-off (`beta`) for signal accuracy. -To use the codec, one must supply two pieces of information: `zero_level` (the input value corresponding to the absence of light) and `photon_sensitivity` (levels/photon). +To use the codec, one must supply two pieces of information: `dark_signal` (the input value corresponding to the absence of light) and `photon_sensitivity` (levels/photon). We provide two alternative routines to extract those numbers directly from signal statistics. Alternatively, they can be directly measured at the moment of data acquisition. Those calibration routines are provided in the [src/calibrate.py](src/calibrate.py) file. The codec is used in Zarr as a filter prior to compression. @@ -43,4 +43,5 @@ pytest tests/ ## Usage -An complete example is provided in [examples/workbook.ipynb](examples/workbook.ipynb) +A complete example with sequential calibration and look-up compression is provided in [examples/raster_calibration_and_compression.ipynb](examples/raster_calibration_and_compression.ipynb) +A complete example with raster calibration and compression is provided in [examples/sequential_calibration_and_lookup_compression.ipynb](examples/sequential_calibration_and_lookup_compression.ipynb) \ No newline at end of file diff --git a/examples/raster_calibration_and_compression.ipynb b/examples/raster_calibration_and_compression.ipynb new file mode 100644 index 0000000..a5a65b1 --- /dev/null +++ b/examples/raster_calibration_and_compression.ipynb @@ -0,0 +1,376 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "c1efd290", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import numpy as np\n", + "from poisson_numcodecs import Poisson, calibrate\n", + "import zarr" + ] + }, + { + "cell_type": "markdown", + "id": "e3da93c4", + "metadata": {}, + "source": [ + "### Load example data and estimate `zero_level` and `photon_sensitivity` " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9bc83088", + "metadata": {}, + "outputs": [], + "source": [ + "data = np.load('../tests/data/data1.npz')['data']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e352f315", + "metadata": {}, + "outputs": [], + "source": [ + "# for bright images use count_weight_gamma=1\n", + "# for photon-starved images with few cells use count_weight_gamma = 0.001\n", + "# Otherwise, use the default\n", + "calibrator = calibrate.SequentialCalibratePhotons(data)\n", + "[photon_sensitivity, dark_signal] = calibrator.get_photon_sensitivity_parameters() " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1b5e68d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[127.22852025822645, 225.19206948688088]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[photon_sensitivity, dark_signal]" + ] + }, + { + "cell_type": "markdown", + "id": "92abc23e", + "metadata": {}, + "source": [ + "The slope and x-intercept for the photon transfer curve yield the photon sensitivity and the zero level." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50f3d031", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calibrator.plot_poisson_curve()" + ] + }, + { + "cell_type": "markdown", + "id": "dc35be12", + "metadata": {}, + "source": [ + "### Illustrate image compression using numcodecs / zarr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6645b70f", + "metadata": {}, + "outputs": [], + "source": [ + "# instantiate Poisson object\n", + "poisson_filter = Poisson(photon_sensitivity=photon_sensitivity, dark_signal=dark_signal, use_lookup=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "560e02fa", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "chunk_shape = (1, data.shape[1], data.shape[2])\n", + "zarr_array = zarr.open('zarr_array.zarr', chunks=chunk_shape, shape=data.shape, dtype=data.dtype, filters=[poisson_filter])\n", + "zarr_array[...] = data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cdaa56c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axx = plt.subplots(1, 2, figsize=(8, 4))\n", + "axx = iter(axx.flatten())\n", + "\n", + "ax = next(axx)\n", + "ax.plot(poisson_filter.forward_table)\n", + "ax.set_xlabel('input pixel value')\n", + "ax.set_ylabel('encoded pixel value')\n", + "ax.grid(True)\n", + "ax.set_title('compressing LUT')\n", + "plt.tight_layout()\n", + "\n", + "ax = next(axx)\n", + "ax.plot(poisson_filter.inverse_table[poisson_filter.forward_table])\n", + "ax.plot(np.r_[:poisson_filter.forward_table.size], np.r_[:poisson_filter.forward_table.size], 'k:')\n", + "ax.set_xlabel('input pixel value')\n", + "ax.set_ylabel('decoded+encoded pixel value')\n", + "ax.grid(True)\n", + "ax.set_title('compression/decompression transform')\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91b9e716", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Typezarr.core.Array
Data typeint16
Shape(300, 200, 200)
Chunk shape(1, 200, 200)
OrderC
Read-onlyFalse
Filter [0]Poisson(beta=0.5, dark_signal=225.19206948688088, decoded_dtype='int16', encoded_dtype='uint8', forward_table=array([ 0, 0, 0, ..., 62, 62, 62], dtype=uint8), inverse_table=array([ 0, 255, 318, 397, 491, 602, 728, 871, 1029,\n", + " 1203, 1393, 1599, 1821, 2059, 2313, 2582, 2868, 3169,\n", + " 3487, 3820, 4169, 4534, 4915, 5312, 5725, 6153, 6598,\n", + " 7058, 7535, 8027, 8535, 9059, 9599, 10155, 10727, 11314,\n", + " 11918, 12537, 13173, 13824, 14491, 15174, 15873, 16588, 17319,\n", + " 18066, 18828, 19607, 20401, 21212, 22038, 22880, 23738, 24612,\n", + " 25502, 26408, 27329, 28267, 29220, 30190, 31175, 32176, 33193]), photon_sensitivity=127.22852025822645, use_lookup=True)
CompressorBlosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
Store typezarr.storage.DirectoryStore
No. bytes24000000 (22.9M)
No. bytes stored10209279 (9.7M)
Storage ratio2.4
Chunks initialized300/300
" + ], + "text/plain": [ + "Type : zarr.core.Array\n", + "Data type : int16\n", + "Shape : (300, 200, 200)\n", + "Chunk shape : (1, 200, 200)\n", + "Order : C\n", + "Read-only : False\n", + "Filter [0] : Poisson(beta=0.5, dark_signal=225.19206948688088,\n", + " : decoded_dtype='int16', encoded_dtype='uint8',\n", + " : forward_table=array([ 0, 0, 0, ..., 62, 62, 62],\n", + " : dtype=uint8), inverse_table=array([ 0, 255, 318,\n", + " : 397, 491, 602, 728, 871, 1029, 1203,\n", + " : 1393, 1599, 1821, 2059, 2313, 2582, 2868, 3169,\n", + " : 3487, 3820, 4169, 4534, 4915, 5312, 5725, 6153,\n", + " : 6598, 7058, 7535, 8027, 8535, 9059, 9599,\n", + " : 10155, 10727, 11314, 11918, 12537, 13173, 13824,\n", + " : 14491, 15174, 15873, 16588, 17319, 18066, 18828,\n", + " : 19607, 20401, 21212, 22038, 22880, 23738, 24612,\n", + " : 25502, 26408, 27329, 28267, 29220, 30190, 31175, 32176,\n", + " : 33193]), photon_sensitivity=127.22852025822645,\n", + " : use_lookup=True)\n", + "Compressor : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n", + "Store type : zarr.storage.DirectoryStore\n", + "No. bytes : 24000000 (22.9M)\n", + "No. bytes stored : 10209279 (9.7M)\n", + "Storage ratio : 2.4\n", + "Chunks initialized : 300/300" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zarr_array.info" + ] + }, + { + "cell_type": "markdown", + "id": "1fdbce77", + "metadata": {}, + "source": [ + "# RESTART THE KERNEL\n", + "Restart the kernel manually to test zarr loading" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b88553a", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import zarr\n", + "from poisson_numcodecs import Poisson\n", + "\n", + "# you don't need to import poisson_numcodecs but it must be installed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0243f913", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Typezarr.core.Array
Data typeint16
Shape(300, 200, 200)
Chunk shape(1, 200, 200)
OrderC
Read-onlyTrue
Filter [0]Poisson(beta=0.5, dark_signal=225.19206948688088, decoded_dtype='int16', encoded_dtype='uint8', forward_table=array([ 0, 0, 0, ..., 62, 62, 62], dtype=uint8), inverse_table=array([ 0, 255, 318, 397, 491, 602, 728, 871, 1029,\n", + " 1203, 1393, 1599, 1821, 2059, 2313, 2582, 2868, 3169,\n", + " 3487, 3820, 4169, 4534, 4915, 5312, 5725, 6153, 6598,\n", + " 7058, 7535, 8027, 8535, 9059, 9599, 10155, 10727, 11314,\n", + " 11918, 12537, 13173, 13824, 14491, 15174, 15873, 16588, 17319,\n", + " 18066, 18828, 19607, 20401, 21212, 22038, 22880, 23738, 24612,\n", + " 25502, 26408, 27329, 28267, 29220, 30190, 31175, 32176, 33193]), photon_sensitivity=127.22852025822645, use_lookup=True)
CompressorBlosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
Store typezarr.storage.DirectoryStore
No. bytes24000000 (22.9M)
No. bytes stored10209279 (9.7M)
Storage ratio2.4
Chunks initialized300/300
" + ], + "text/plain": [ + "Type : zarr.core.Array\n", + "Data type : int16\n", + "Shape : (300, 200, 200)\n", + "Chunk shape : (1, 200, 200)\n", + "Order : C\n", + "Read-only : True\n", + "Filter [0] : Poisson(beta=0.5, dark_signal=225.19206948688088,\n", + " : decoded_dtype='int16', encoded_dtype='uint8',\n", + " : forward_table=array([ 0, 0, 0, ..., 62, 62, 62],\n", + " : dtype=uint8), inverse_table=array([ 0, 255, 318,\n", + " : 397, 491, 602, 728, 871, 1029, 1203,\n", + " : 1393, 1599, 1821, 2059, 2313, 2582, 2868, 3169,\n", + " : 3487, 3820, 4169, 4534, 4915, 5312, 5725, 6153,\n", + " : 6598, 7058, 7535, 8027, 8535, 9059, 9599,\n", + " : 10155, 10727, 11314, 11918, 12537, 13173, 13824,\n", + " : 14491, 15174, 15873, 16588, 17319, 18066, 18828,\n", + " : 19607, 20401, 21212, 22038, 22880, 23738, 24612,\n", + " : 25502, 26408, 27329, 28267, 29220, 30190, 31175, 32176,\n", + " : 33193]), photon_sensitivity=127.22852025822645,\n", + " : use_lookup=True)\n", + "Compressor : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n", + "Store type : zarr.storage.DirectoryStore\n", + "No. bytes : 24000000 (22.9M)\n", + "No. bytes stored : 10209279 (9.7M)\n", + "Storage ratio : 2.4\n", + "Chunks initialized : 300/300" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# open zarr\n", + "z_reopened = zarr.open('zarr_array.zarr', mode='r')\n", + "z_reopened.info" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87de828b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 199.5, 199.5, -0.5)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# show a decompressed frame\n", + "plt.imshow(z_reopened[10,:,:])\n", + "plt.axis(False)" + ] + }, + { + "cell_type": "markdown", + "id": "ae009d7c", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/workbook.ipynb b/examples/sequential_calibration_and_lookup_compression.ipynb similarity index 86% rename from examples/workbook.ipynb rename to examples/sequential_calibration_and_lookup_compression.ipynb index 7c991fb..cc708c2 100644 --- a/examples/workbook.ipynb +++ b/examples/sequential_calibration_and_lookup_compression.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "c1efd290", "metadata": {}, "outputs": [], @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "9bc83088", "metadata": {}, "outputs": [], @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "e352f315", "metadata": {}, "outputs": [], @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "e1b5e68d", "metadata": {}, "outputs": [ @@ -57,7 +57,7 @@ "[127.22852025822645, 225.19206948688088]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "50f3d031", "metadata": {}, "outputs": [ @@ -87,7 +87,7 @@ "
" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "6645b70f", "metadata": {}, "outputs": [], @@ -127,47 +127,59 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "0291a234", + "execution_count": 8, + "id": "560e02fa", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "chunk_shape = (1, data.shape[1], data.shape[2])\n", + "zarr_array = zarr.open('zarr_array.zarr', chunks=chunk_shape, shape=data.shape, dtype=data.dtype, filters=[poisson_filter])\n", + "zarr_array[...] = data" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "cdaa56c2", "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "Poisson(beta=0.5, dark_signal=225.19206948688088, decoded_dtype='int16', encoded_dtype='uint8', forward_table=array([ 0, 0, 0, ..., 62, 62, 62], dtype=uint8), inverse_table=array([ 0, 255, 318, 397, 491, 602, 728, 871, 1029,\n", - " 1203, 1393, 1599, 1821, 2059, 2313, 2582, 2868, 3169,\n", - " 3487, 3820, 4169, 4534, 4915, 5312, 5725, 6153, 6598,\n", - " 7058, 7535, 8027, 8535, 9059, 9599, 10155, 10727, 11314,\n", - " 11918, 12537, 13173, 13824, 14491, 15174, 15873, 16588, 17319,\n", - " 18066, 18828, 19607, 20401, 21212, 22038, 22880, 23738, 24612,\n", - " 25502, 26408, 27329, 28267, 29220, 30190, 31175, 32176, 33193]), photon_sensitivity=127.22852025822645, use_lookup=True)" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "poisson_filter" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "560e02fa", - "metadata": {}, - "outputs": [], - "source": [ + "fig, axx = plt.subplots(1, 2, figsize=(8, 4))\n", + "axx = iter(axx.flatten())\n", "\n", - "chunk_shape = (1, data.shape[1], data.shape[2])\n", - "zarr_array = zarr.open('zarr_array.zarr', chunks=chunk_shape, shape=data.shape, dtype=data.dtype, filters=[poisson_filter])\n", - "zarr_array[...] = data" + "ax = next(axx)\n", + "ax.plot(poisson_filter.forward_table)\n", + "ax.set_xlabel('input pixel value')\n", + "ax.set_ylabel('encoded pixel value')\n", + "ax.grid(True)\n", + "ax.set_title('compressing LUT')\n", + "plt.tight_layout()\n", + "\n", + "ax = next(axx)\n", + "ax.plot(poisson_filter.inverse_table[poisson_filter.forward_table])\n", + "ax.plot(np.r_[:poisson_filter.forward_table.size], np.r_[:poisson_filter.forward_table.size], 'k:')\n", + "ax.set_xlabel('input pixel value')\n", + "ax.set_ylabel('decoded+encoded pixel value')\n", + "ax.grid(True)\n", + "ax.set_title('compression/decompression transform')\n", + "plt.tight_layout()\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "91b9e716", "metadata": {}, "outputs": [ @@ -211,7 +223,7 @@ "Chunks initialized : 300/300" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -231,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "3b88553a", "metadata": {}, "outputs": [], @@ -245,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "0243f913", "metadata": {}, "outputs": [ @@ -289,7 +301,7 @@ "Chunks initialized : 300/300" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -302,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "87de828b", "metadata": {}, "outputs": [ @@ -312,7 +324,7 @@ "(-0.5, 199.5, 199.5, -0.5)" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, diff --git a/requirements.txt b/requirements.txt index 36ece49..56d5ea8 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,5 +3,4 @@ numcodecs zarr matplotlib scipy -scikit-learn -imageio +scikit-learn \ No newline at end of file diff --git a/src/poisson_numcodecs/Calibrate.py b/src/poisson_numcodecs/Calibrate.py index 7892411..39474f7 100644 --- a/src/poisson_numcodecs/Calibrate.py +++ b/src/poisson_numcodecs/Calibrate.py @@ -279,14 +279,12 @@ def plot_poisson_curve(self): for index, local_gain in enumerate(self.photon_sensitivity): local_offset = self.dark_signal[index] - background_noise_mean = ( - -local_offset / local_gain - ) plt.tight_layout() plt.plot( mean_range, - local_gain * (mean_range - background_noise_mean), - label=f"Line {index}", + local_gain * (mean_range - local_offset), + 'r', + label=f"Line {index}", ) plt.legend()