{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Training sigmoid funstion for gene activations" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "% matplotlib inline\n", "import os, glob\n", "import numpy as np\n", "import matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numbers of active: 185 and pasive: 47 example\n" ] } ], "source": [ "PATH_IMAGES = '/datagrid/Medical/microscopy/drosophila/TEMPORARY/annot-user-labels-train/'\n", "PATH_ACTIVE_IMGS = os.path.join(PATH_IMAGES, 'positive/*.png')\n", "PATH_PASIVE_IMGS = os.path.join(PATH_IMAGES, 'negative/*.png')\n", "PATH_SEGMS = PATH_IMAGES_SEGS = '/datagrid/Medical/microscopy/drosophila/RESULTS/PIPELINE_ovary_all_images/1_init_tissue_segmentation'\n", "lp_active = glob.glob(PATH_ACTIVE_IMGS)\n", "lp_pasive = glob.glob(PATH_PASIVE_IMGS)\n", "print('numbers of active: %i and pasive: %i example' % (len(lp_active), len(lp_pasive)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute histograms" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def extract_images(lp_images, path_segms=None):\n", " imgs_px = []\n", " for p_img in lp_images:\n", " im = plt.imread(p_img)[:, :, 1]\n", " if path_segms is None:\n", " seg = np.ones(im.shape)\n", " else:\n", " p_seg = os.path.join(path_segms, os.path.splitext(os.path.basename(p_img))[0] + '.png')\n", " if not os.path.isfile(p_seg):\n", " continue\n", " seg = plt.imread(p_seg) > 0\n", " imgs_px.append(im.ravel()[seg.ravel() > 0])\n", " return imgs_px" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def compute_histogram(imgs_px):\n", " hists = []\n", " for ip in imgs_px:\n", " hg, b = np.histogram(ip, bins=75)\n", " hg = (hg / float(np.sum(hg)))\n", " hists.append(hg)\n", " bins = (b[1:] + b[:-1]) / 2.\n", " return hists, bins" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def show_histogram(name, hists, bins):\n", " if len(hists) == 0:\n", " return \n", " plt.figure(figsize=(10, 3))\n", " plt.subplot(1, 2, 1), plt.plot(bins / np.max(bins), np.array(hists).T)\n", " plt.grid(), plt.xlabel('gene intensity'), plt.suptitle(name)\n", " plt.subplot(1, 2, 2), plt.semilogy(bins / np.max(bins), np.array(hists).T)\n", " plt.grid(), plt.xlabel('gene intensity'), plt.suptitle(name)\n", " # plt.xticks(range(75)[::5], [str(round(b * 255)) for b in bins[::5]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "histograms over all images with filtered interior" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for name, lp_images in [('active', lp_active), ('pasive', lp_pasive)]:\n", " imgs_px = extract_images(lp_images, path_segms=PATH_SEGMS)\n", " hists, bins = compute_histogram(imgs_px)\n", " show_histogram(name, hists, bins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "grouped histogram" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d_hist = {}\n", "for name, lp_images in [('active', lp_active), ('pasive', lp_pasive)]:\n", " imgs_px = extract_images(lp_images, path_segms=PATH_SEGMS)\n", " imgs_px = [np.hstack(imgs_px)]\n", " hists, bins = compute_histogram(imgs_px)\n", " d_hist[name] = hists[0]\n", "\n", "bins_norm = bins / np.max(bins)\n", "plt.figure(figsize=(10, 3))\n", "plt.subplot(1, 2, 1)\n", "for k in d_hist:\n", " plt.plot(bins_norm, d_hist[k], label=k)\n", "_= plt.grid(), plt.xlabel('gene intensity'), plt.legend()\n", "plt.subplot(1, 2, 2)\n", "for k in d_hist:\n", " plt.semilogy(bins_norm, d_hist[k], label=k)\n", "_= plt.grid(), plt.xlabel('gene intensity'), plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fuzzy activations" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dec = d_hist['active'] / (d_hist['active'] + d_hist['pasive'])\n", "\n", "def activate(x, shift=0.12, slope=35.):\n", " sigm = lambda x, a, b: 1. / (1 + np.exp(b * (- x + a)))\n", " sigm_0, sigm_inf = sigm(0, shift, slope), sigm(1e3, shift, slope)\n", " val = (sigm(x, shift, slope) - sigm_0) / (sigm_inf - sigm_0)\n", " return val\n", "\n", "plt.plot(bins_norm, dec, 'g', label='estim')\n", "plt.plot(bins_norm, activate(bins_norm, 0.115, 36.), 'r', label='sigm')\n", "_= plt.grid(), plt.legend()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = plt.imread(lp_active[np.random.randint(0, len(lp_active))])[:, :, 1]\n", "img_fuzzy = activate(img, 0.12, 35.)\n", "plt.figure(figsize=(10, 4))\n", "_= plt.subplot(1, 2, 1), plt.title('raw activation'), plt.imshow(img, cmap=plt.cm.Greys_r), plt.colorbar()\n", "_= plt.subplot(1, 2, 2), plt.title('fuzzy activation'), plt.imshow(img_fuzzy, cmap=plt.cm.Greys_r), plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = plt.imread(lp_pasive[np.random.randint(0, len(lp_pasive))])[:, :, 1]\n", "img_fuzzy = activate(img, 0.12, 35.)\n", "plt.figure(figsize=(10, 4))\n", "_= plt.subplot(1, 2, 1), plt.title('raw activation'), plt.imshow(img, cmap=plt.cm.Greys_r), plt.colorbar()\n", "_= plt.subplot(1, 2, 2), plt.title('fuzzy activation'), plt.imshow(img_fuzzy, cmap=plt.cm.Greys_r), plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }