From 363654e04d28655629b0eda6de02a6e8e49ab55e Mon Sep 17 00:00:00 2001 From: adamhrv Date: Wed, 10 Apr 2019 23:04:58 +0200 Subject: add nbs --- .../datasets/brainwash/brainwash_bboxes.ipynb | 451 +++++++++++++++++---- 1 file changed, 367 insertions(+), 84 deletions(-) (limited to 'megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb') diff --git a/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb b/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb index 3c9074fa..bd357ad3 100644 --- a/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb +++ b/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -122,69 +122,271 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "8966\n" + "loaded image\n" ] } ], "source": [ - "fp_ims = glob(join(fp_dir_ims, '*.png'))\n", - "print(len(fp_ims))" + "use_existing = True\n", + "\n", + "if use_existing:\n", + " # load average image\n", + " im_mean = cv.imread(fp_out_mean)\n", + " print('loaded image')\n", + "else:\n", + " # or create\n", + " fp_ims = glob(join(fp_dir_ims, '*.png'))\n", + " print(len(fp_ims))\n", + "\n", + " ims = []\n", + " for fp_im in fp_ims:\n", + " ims.append(cv.imread(fp_im))\n", + "\n", + " im_mean = np.mean(ims, axis=0).astype(np.uint8)\n", + " cv.imwrite(fp_out_mean, im_mean)\n", + " print('wrote image')" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Draw BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "im_mean_copy = im_mean.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "ims = []\n", - "for fp_im in fp_ims:\n", - " ims.append(cv.imread(fp_im))" + "bboxes_test = file_utils.load_json(fp_json_test)\n", + "bboxes_train = file_utils.load_json(fp_json_train)\n", + "bboxes_val = file_utils.load_json(fp_json_val)\n", + "bboxes_all = bboxes_val + bboxes_test + bboxes_train" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11769\n" + ] + } + ], + "source": [ + "print(len(bboxes_all))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'image_path': 'brainwash_11_24_2014_images/06966500_640x480.png',\n", + " 'rects': [{'x1': 182.0, 'x2': 197.0, 'y1': 138.0, 'y2': 156.0},\n", + " {'x1': 160.0, 'x2': 177.0, 'y1': 153.0, 'y2': 175.0},\n", + " {'x1': 128.0, 'x2': 147.0, 'y1': 168.0, 'y2': 190.0},\n", + " {'x1': 195.0, 'x2': 241.0, 'y1': 221.0, 'y2': 271.0},\n", + " {'x1': 249.0, 'x2': 271.0, 'y1': 159.0, 'y2': 183.0},\n", + " {'x1': 334.0, 'x2': 350.0, 'y1': 136.0, 'y2': 154.0},\n", + " {'x1': 424.0, 'x2': 446.0, 'y1': 135.0, 'y2': 156.0},\n", + " {'x1': 474.0, 'x2': 494.0, 'y1': 150.0, 'y2': 169.0},\n", + " {'x1': 520.0, 'x2': 540.0, 'y1': 173.0, 'y2': 199.0}]}\n" + ] + } + ], + "source": [ + "pprint(bboxes_all[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n" + ] + } + ], + "source": [ + "bboxes = []\n", + "#bboxes_jit = []\n", + "dim = (640,480)\n", + "for bbox in bboxes_all:\n", + " for rect in bbox['rects']:\n", + " b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n", + " if b.width > .25 or b.height > .25:\n", + " print(b)\n", + " bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n", + " #bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ - "ims_test = ims[:10]" + "# random shuffle bboxes\n", + "#bboxes_rand = bboxes_jit.copy()\n", + "#random.shuffle(bboxes_rand)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BBox: (0.284375,0.2875), (0.3078125, 0.325), width:0.0234375, height:0.03750000000000003\n" + ] + } + ], + "source": [ + "print(bboxes[0])\n", + "bbox = bboxes[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Saliency Heat Map" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c779299eb4354ceaa7e7399d1fb06fdf", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=90298), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "im_saliency = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 551, "metadata": {}, "outputs": [], "source": [ - "im_mean = np.mean(ims, axis=0).astype(np.uint8)" + "im_saliency_mean = (im_saliency / (np.max(im_saliency) / 3 )).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(13, 13))\n", + "\n", + "im_saliency_mean_bgr = cv.cvtColor(im_saliency_mean, cv.COLOR_GRAY2BGR)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 552, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 552, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -196,138 +398,219 @@ } ], "source": [ - "plt.imshow(im_mean)" + "plt.imshow(im_saliency_mean_bgr)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 553, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "True" + "" ] }, - "execution_count": 21, + "execution_count": 553, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "## Draw BBoxes" + "# preview overlay (not for production)\n", + "alpha = 0.5\n", + "im_comp = cv.addWeighted(im_mean, alpha, im_cm, 1 - alpha, 0)\n", + "plt.imshow(cv.cvtColor(im_comp, cv.COLOR_BGR2RGB))" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 555, "metadata": {}, "outputs": [], "source": [ - "im_mean_copy = im_mean.copy()" + "import blend_modes" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 556, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 556, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_cm)" + ] + }, + { + "cell_type": "code", + "execution_count": 672, "metadata": {}, "outputs": [], "source": [ - "bboxes_test = file_utils.load_json(fp_json_test)\n", - "bboxes_train = file_utils.load_json(fp_json_train)\n", - "bboxes_val = file_utils.load_json(fp_json_val)\n", - "bboxes_raw = bboxes_val + bboxes_test + bboxes_train" + "im_dark = np.ones_like(im_mean) * np.array([.05])\n", + "im_mean_dark = cv.addWeighted(im_mean, 0.9, im_dark, 0.3, 0)" ] }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 673, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "81973\n" - ] - } - ], + "outputs": [], + "source": [ + "im_mean_bgra = cv.cvtColor(im_mean_dark.astype(np.float32), cv.COLOR_BGR2BGRA)\n", + "im_cm_bgra = cv.cvtColor(im_cm_test_blur.astype(np.float32), cv.COLOR_BGR2BGRA)" + ] + }, + { + "cell_type": "code", + "execution_count": 674, + "metadata": {}, + "outputs": [], + "source": [ + "# Blend images\n", + "opacity = 1 # The opacity of the foreground that is blended onto the background is 70 %.\n", + "#blended_img_float = blend_modes.screen(im_mean_bgra, im_cm_bgra, opacity)\n", + "blended_img_float = blend_modes.dodge(im_mean_bgra, im_cm_bgra, opacity)\n", + "blended_img_float = blend_modes.overlay(blended_img_float.copy(), im_cm_bgra, opacity)" + ] + }, + { + "cell_type": "code", + "execution_count": 675, + "metadata": {}, + "outputs": [], "source": [ - "print(len(bboxes))" + "blended_img = blended_img_float.astype(np.uint8)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 676, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'image_path': 'brainwash_11_13_2014_images/00001000_640x480.png',\n", - " 'rects': [{'x1': 63.0, 'x2': 89.0, 'y1': 260.0, 'y2': 287.0},\n", - " {'x1': 115.0, 'x2': 135.0, 'y1': 174.0, 'y2': 193.0},\n", - " {'x1': 155.0, 'x2': 168.0, 'y1': 158.0, 'y2': 174.0},\n", - " {'x1': 184.0, 'x2': 203.0, 'y1': 162.0, 'y2': 180.0},\n", - " {'x1': 182.0, 'x2': 196.0, 'y1': 137.0, 'y2': 150.0},\n", - " {'x1': 283.0, 'x2': 301.0, 'y1': 124.0, 'y2': 143.0},\n", - " {'x1': 292.0, 'x2': 305.0, 'y1': 132.0, 'y2': 145.0},\n", - " {'x1': 321.0, 'x2': 338.0, 'y1': 119.0, 'y2': 134.0},\n", - " {'x1': 295.0, 'x2': 311.0, 'y1': 161.0, 'y2': 180.0},\n", - " {'x1': 320.0, 'x2': 344.0, 'y1': 173.0, 'y2': 192.0},\n", - " {'x1': 328.0, 'x2': 362.0, 'y1': 222.0, 'y2': 261.0},\n", - " {'x1': 470.0, 'x2': 513.0, 'y1': 245.0, 'y2': 289.0}]}\n" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 676, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "pprint(bboxes_test[0])" + "blended_img = cv.cvtColor(blended_img, cv.COLOR_BGRA2BGR)\n", + "cv.imwrite('/home/adam/Downloads/test.png', blended_img)\n", + "plt.imshow(cv.cvtColor(blended_img, cv.COLOR_BGR2RGB))" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 312, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n" - ] + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 312, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "bboxes = []\n", - "bboxes_jit = []\n", - "dim = (640,480)\n", - "for bbox in bboxes_train:\n", - " for rect in bbox['rects']:\n", - " b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n", - " if b.width > .25 or b.height > .25:\n", - " print(b)\n", - " bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n", - " bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))" + "cv.imwrite('/data_store/datasets/people/brainwash/processed/brainwash_saliency.png', image_cm)\n", + "cv.imwrite('/data_store/datasets/people/brainwash/processed/brainwash_saliency_bw.png', im_saliency_mean)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# random shuffle bboxes\n", - "bboxes_rand = bboxes_jit.copy()\n", - "random.shuffle(bboxes_rand)" + "## Old Version" ] }, { -- cgit v1.2.3-70-g09d2