{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Augment Heatmaps\n", "\n", "Heatmaps are in `imgaug` float32-based image-like 2D arrays. They are constrained to a known value range, usually 0.0 to 1.0. A heatmap may have any number of channels (including none). Heatmaps are represented with the class `imgaug.augmentables.heatmaps.HeatmapsOnImage`. Depending on the context, the term \"heatmap\" may denote the 2D array, a single channel within that array or an instance of `HeatmapsOnImage`. Heatmaps are commonly used as representations for the ground truth in keypoints/landmark prediction.\n", "\n", "To create an instance of `imgaug.augmentables.heatmaps.HeatmapsOnImage`, the following arguments are necessary:\n", " * `arr`: The raw numpy float32 heatmap array with shape `(H,W)` or `(H,W,C)`.\n", " * `shape`: The shape of the *image* to which the heatmap belongs (*not* the shape of the heatmap array).\n", " * `min_value` (optional, default is 0.0): The minimum possible value of the input heatmap array. Heatmaps are internally normalized to the value range 0.0 to 1.0.\n", " * `max_value` (optional, default is 1.0): Analogous to min_value.\n", "\n", "Noteworthy methods of `HeatmapsOnImage` are:\n", " * `get_arr()`: Returns the heatmap array, unnormalized to the value range `[min_value, max_value]`.\n", " * `draw([size], [cmap])`: Convert the heatmap to an RGB image.\n", " * `draw_on_image(image, [alpha], [cmap], [resize])`: Convert the heatmap to an RGB image, overlayed with the image to which it belongs.\n", " * `invert()`: Transform any value in the heatmap array from `v` to `1.0-v`.\n", " * `pad([top], [right], [bottom], [left], [mode], [cval])`: Pad the heatmap array.\n", " * `pad_to_aspect_ratio(aspect_ratio, [mode], [cval], [return_pad_amounts])`: Analogous to `pad()`.\n", " * `avg_pool([block_size])`: Average pool with given kernel size.\n", " * `max_pool([block_size])`: Max pool with given kernel size.\n", " * `resize([sizes], [interpolation])`: Resize the heatmap array to the provided size.\n", "\n", "All of the above methods (except for `get_arr()`) operate on arrays normalized to `[0.0, 1.0]`. This e.g. influences sensible values for `cval` in `pad()`.\n", "\n", "Instances of `HeatmapsOnImage` are augmented using `augment(images=..., heatmaps=...)` or `augment_heatmaps()`, both of which are offered by all augmenters.\n", "\n", "For more details, see the [API](https://imgaug.readthedocs.io/en/latest/source/api.html), e.g. [imgaug.augmentables.heatmaps.HeatmapsOnImage](https://imgaug.readthedocs.io/en/latest/source/api_imgaug.html#imgaug.augmentables.heatmaps.HeatmapsOnImage), [imgaug.augmenters.meta.Augmenter.augment()](https://imgaug.readthedocs.io/en/latest/source/api_augmenters_meta.html#imgaug.augmenters.meta.Augmenter.augment) or [imgaug.augmenters.meta.Augmenter.augment_heatmaps()](https://imgaug.readthedocs.io/en/latest/source/api_augmenters_meta.html#imgaug.augmenters.meta.Augmenter.augment_heatmaps).\n", "\n", "**Important**: `imgaug`'s heatmap augmentation is geared towards ground truth outputs. As such, only augmentation techniques that change the image geometry will be applied to heatmaps, even when other augmentation techniques are part of a pipeline. Examples for that are e.g. horizontal flips or affine transformations. To also apply non-geometric augmentation techniques, feed the heatmap array through `augment_images()` instead." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Example Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at a simple example. We will first load an image with a corresponding heatmap. In this case, we simply query a method in `imgaug` that returns us an example heatmap, but any other float32 array could also be used via `HeatmapsOnImage(, shape=image.shape)`.\n", "\n", "The heatmap that we load here corresponds roughly to a distance map, i.e. objects close to the camera have values close to 0.0 and objects far away have values close to 1.0." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import imgaug as ia\n", "%matplotlib inline\n", "\n", "image = ia.quokka(size=0.25)\n", "heatmap = ia.quokka_heatmap(size=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our next step is to visualize image and heatmap. We use the method `imgaug.HeatmapsOnImage.draw()` to convert the heatmap to an RGB image. As a heatmap can have multiple channels, `draw()` always returns a list of images, with each image representing the visualization of a single heatmap channel. Here, our heatmap only consists of a single channel and hence we select the first result of `draw()`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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S6TNHQ3Jo/tvHNHCfd4X8fqX75trc72WjcBCd67l8vCWW8tVrwJLgv/nIvuNa91lzrg3un0M7YrXXGqWdZbTjsot/KVqhFDWStBcbROXBDuODIdj0dKiHB7eiZKUxDnuTfkvlGpSXtACrR2DbZFvGWjDEPRAIk5Bsc0XfF+v0atBPJI2L5WhSmly5DYAh9GFW6rbP5lW0vfvYb2aPPOv4k9bOy7/3jMUdUmRdgVyvEnbOxoBGiUTjXlgZvMf4pJ/dXCmJu5i217gw22JftY9B+7l1ZGOOOISuduPWObSrqP0W5l6vXRJMHHa1TqqMihZO+/V4UUMN+zwNwp4fYv6Q1kajhvYRk3CgW0rihrl7DOsL59bLGTqMEz6qdkXnKCqE0SauMipqUGGfr+rIbVxkqXWu16A10/l/PpIWApG/hnaFmABzq27HxAHEq1hhzrwSVa7Na2Hz40meoFt9Y/9fGvyeo3/RR+XUvr6UTvE47I3d6/1KoEETWLVfn2AxMFSH6Vb7fxYw8bXmwlrBAUKUSr7506AQ+Fbe++tF0Eg4oncr0XSrf2W6YOJqviJvJ14z4QrtvSJ/gW7PjQZRxAtLaw3dU1RRz8RXrO1b/rpY4VxIHWyv2VJAtzA9Cc1YLgTnLqZrsEL3uKOBU8S+KGWP21icnLgA9XqbrA36k3eYyeibnTFH/I/CQXSSN2yM2y8tW+yNI1fElzVkGcR+dfdZ9/WNT6YZ63+GGNrPerNJmN5TPiL7SCOl7HH3vsqPuLOooSuSfR6Gm0HW3057j6CsZjF9UKTd0jgb1Xe4ZtWFsB/ZEK6X5Ute6BX3BDAJaifs2pNjHmKgqeCVU0CCHrecxF0FDV/TqSiEfeRlIA/9X8LNEIqGq1jK233bNna23sfYEdP+biyikMW8XS+Yhtk+JsEMbWK/pKWI8Z0Z59GCD3FLKSqzH1qFnoPo1dEztEAL1U0nQF5wp4milE122DxQB1ayrP4Y6mdvgjPplFDAv+xt0obFkVXxmnjM9EPSRiJQzsmr9TF0j5yQnlo9FT62z5r45STuEnS9NZUp63GUIW/sLcbSwu1Fo4w+siZrLw24PsrrnkJtOLTT3hG6Rd+sa1LePXEWCGGzHBw76CyGZoCEfgjLSdxhdOFH6YSyMqbNde4wnQIpHaJkVbfQAvJ+SKFuFt2QmSCm/POQerqzkH18WdcXN/4k8JjaKidxR4iuMFkSLhfiDnJxnDsOiPn5z3mSI9V9PHbSO2ZFyNnowv7ngTzjz+M7J1mV4dH4lZO4y4j3spnY3g2Rndlj0QgrgLAupx8a/FgaCD9GnfWW7ujiTF2nhT0css99ECXmF/EeYXEvqB43Ts7taR+fcfALwMbVcO2TMQKHrdc1/weBPD7teHjvZMozryVENnq1RWniyXvCwK5zbh30cGcxv4kLfh2MwSHAtVtjBk6ysD5ruHJZXlilNakHxgyep3Ivj7G1GbfnPePnTq/lLSqLyEeAc4G3oA1lh5RqG7mJyDrgWuCtwE7gK8AWFUwWi4gAm4FPoAXeh4FPKqV+kijXSYgbhrjziHXo7WlpLvSskO0S99747c3LeOWmnckqW1ZZc0XaqPtpEUaqrC2/7DbWwwVG0lfdAXwZPbl5o31DRJYCdwE3obfTPAy4E01gs5XmJvQu9SehF5x+HrhLRF6vlNodOxdjZMOTfm8/Au0xbpyVNXkiTu3PW4Aa4lXyQ/5CfYOrLv5cPKVO2Hgyr7FkltM9YcqlPPJdB6aSP+ZlOSUi64F/xepxReRjwJXAq61r5wH/VSn12uD8aeBqpdQXgvM68BvgU0qpm0PSMf5YDBYD2/f+d2jkxRf7o9dBLnqKNnEHhblksQWwHPWN/eCpGI+HSe9FvU4e8eeQ9+YMjJ4LDMhy6kjgUVt0Bh4EDhWRMbSHjjXAA+amUqolIo8CRwFdxAUuAi7uulojWxV+VGs6S+Kix6vQf441b/QaBmxD1u1DPR9TqxKlUMrqlVzbc/ceZCvqOo17anj0uFnWhjHgZefaDuueWRYQFibKsORS4HLrfDGwnTG0R7O8Wm1D5FlROWuFTxy5K3+x1z/MEBz2nNZmLMswSwZ5GXXk1dOnjc9jJVaWrzAOrHauHWDdM8TdPyTMc2ERKqU6nNpr3RaavraCKg+TxxoZakXDiDpIsTcb/JdzL+eaWy7M34Ah63ghX4uvAj5tlkk8BnxUROqWuHwM8JRSahxARJ4BjgXuC87raBE7TEyOhiGtm/sspx8yN+fLe6omCvkp0649+C+55osXZk8CU1RR88Np4oXwMXdWcE0p48Tvs7Y8SWARqaG/vFlUNxKQbwr4BnAZsEVELgFei9YiX21F8WVgk4h8F/gl8Fl0F/DNRLkeo7OVj1pfG2fNbS+8AJy1Gm76eYKHeonBRfayBYzLt25F/pNC3S7592BFLWjIc6lhFDwW/ifN4pnA31rnZgrnvUqpe0XkJOBLwEto8fh62lNBAFeh53/vQdPvIeDkRFNBoEnrimdhepy005sHAp8Gbuq19tUlatRqmzzhesMoUJm2+0lOf9+NfP0Hf6bP8xBxjTLSHQqlHRqFfboinNJlUDblXEh/Rwyvf1GaxiQfehJeu+EnPCVCbzIUTVQbRS2s74H9V6O+bcl7WfeQRcyl9hrF5DHfDLMNT3MCRtcB834h/VKSj2fDJtRj4Eou4FQ+Q6ff4qI1wXEstPIkbZ/0X96m10j3ahSz7omLEG8N8vSbVWcB2SrbHtGTIEyh26cE3skPaW+0NWgMygikv8uc97/hH7nj56f2/i62uOtDgqieMWPxVtVBWu3/EJzX2+eZpudRl8spKj+uPT1mhj5WhPKaXxN/GsVs55Ru4y2NQVpruW507GshWLIS9f+kb/tmV3xp5UMEG60MesiZOtRa7aO5lhWaTVj+CmDei8qjZMOLHphtaV8ATlsNtz0d46kh2tuMmB144zxTpGKpn//lsPAxsPtpTnj13Xx7zwZm6r1lv5l6jVqwVYH5P1PPTgZt1WrUZ2Zm/+eJmQwo1FykCHVg1QOl7HH3bIWhJVAPlE9pW1W7JXUxNAnyfQWnxSFuE725l8GqsBjpP17Nk8A5KrOuXsnUWcKuZX7iUBYk6B1/PiS2460xkzidZlOxdnQHzHf3rNtfhEYDZuqLqLX29W3h0+Kckeu5RU6MEXIX7R4XNDEOCgk3F0TgHLB4JS81G0ylHHRmQbAWNeoh0wqtHMhr8utDWoCJpuJNo9tgvhP32b37MdyoU4uwLM+6ZV06uYsli3/RP2C45SbtrUKSkGYbbZc5axI8N8A5XfZytHqOv+NPMosxr14yz3TcRqNfYzHR3MfbR38J832MO8UwNSS0sPNoURlZSro5h23E2wazie6x3W/XJN7mlx2m3RTfs4/yyAXvYurKrL3Vt8mQ1fedoU6NVm7i+Qz12CL0lMdK+tISd5Fj4Gk+RK/zpJihRo2ZQPQbp3vj6LgeMMzYt9eW0XYPG3ZvJdHkHUTvauBMqF4Fk1dqUTkNMUzZd16LT4a4aZh08u7ZJxmObHgWDHF3sYTpHrPWLmnta94t7TlvheufJrlW1mCcNvndVYy9SGuHaaAJPCifzP3KrA6Ms9dqYPLo0VySZU28vElsN0oz1JiMXEwcjVISV7e84cQ1he622FMMA8OzHznpx3nFdb/ixevNbnppSLKdbuLGdf86KE8cyaqJq5zKkwhpFUO9kMuwK8CkVUYLhrhNGuzzsRMj/GPE6RW28Hk+yUVeaXbDFmuT+mwep/eGFlkhag1cf0zROcbNenzqIu9ppHY6+YjVyWlbUuLuZgnTKQovTOtnzqMq2ev5GVy7FjZu9U63jedoi73bEj6bF3Gzs7/eFWIdY4uG5nyGWk7TM/lV6zzI2yT5zE4piduiFhSff/bdZ+3zsHnIKUbYcO7t3L3xEHormZLAR+yNo51OguyrwGSfeVxXweReSwp3zGiIZQ+VsiSakSiyIvCMh1RTSuJOMcI+sp9y6IcP8/fczdeInq9NAts8MulzSRG27DC/JTWuqBwFl3BpYD9v6zmyQpgkZl9L04lMeeSzlMRtMsowtZzn4bpb7qXsgstEL64PhbuXbi9oDWwy+IrI7iLWfNfBTSZoVF1ROWxGIAmmGAlUj63Z+PQxfSNhO2NsTxW2z33Ra4YkCiUl7uIOwuap/bOxiyXceOHp/Nmnr4gIsRo9Zo1DyAadds39sJLkxB3EuuGx0DFu0TANgE3kqEY+D613kjinPRz4lZK4LWosmhWH3LFqjeHA32Vam9kw6Dh7GTssJR5xR9FEjBM2bO7XoMgV5S5CyuDE7Mvdn1jD1vPZDa2i7KDNPQNbeuglGS6YHneC0a4e1y7IXSydHXvY2uLs4G7uZRN5lG4jDRdrg+Ny4hE37i5bg3ShE2AiXQ8WNpasM9Ol8MpymOQjRkf5MHcVVlOB7UDv9BeI5dReGgw5rX3YWCMtWd0W0/w/VO3kKRmm3Qu6Pc8aYCv9x7txFE1rSf6Z8visMZVi54dPB6WBMRfMcwoJ2r1inrqTMLQWiqi8l9Eu4vZCmrm3MG3ladzGFUsuht295mBXo3vd7bR71SG6PQCsDe5vp7OXXk67py1ix+VeiFvWTVgxxiTDXaalaclgK5kM+vVkSdHWhhc7Y+GjiislcWesMW6vMN0mj+17aTDMlN6T8LR+hv1DaKVSv7nXseC3Nzhvkd1csQ98Fy1Mc/h7Hpkd44Y1elnAnu4pSjGZZQ/s1s2Wh0f0UhJ3N0upx6xUvSb70/TEG0+9gmvf9Zfwb0ktn8JgPkMRpowG/VY2+cwXj/Fa7mMvo7NX3LLN07Y4bEVRmrigc8ztHrPCjMeuX6Uk7l4WU89InPH9ALtYCjcAb/B52tUEF4Vs9w7qRp0RJmlGLD+0lYV5LQhwtbpZwCwnnMI0OMnijWpQTBksGAOMGeqIZ+HZR1Nww0zNav+SVKhTXn8rt/O+RPnodjBc5CeYdv5nTeRRJhnpMqCwx7v2mNfMsRbl5SIt9BK84cx73pmFYqu8myXUMlQgTM7O99kVLO4H2QuzomHc6Zi8iz2JmJvhMsHL6FiLG4UsrZmKRttiaphhpjLJt08cpSSu7h1HcvrwCRuE+iHQMuNcQ9hBan/zFIV7oQkfGIttfBGmuLK/ZR5E7mU4EReTjDAya+AznEmPu2+h9LhamzgcTMybYxG7NYXgKuB8I3YWXZyuY7hBoQ40eOWbnoq9wMDASDv1iDnarOdTs4jPrWtpG5nciSsiHwHOBd6CnpAcsvbCRUQUetNAu1l7h1LqieC+AJuBT6D3Mn8Y+KRS6idJ8rGT/VkUQdQsWtWoOMPGb2877//wwE3vgcdeyjTNaLhTNVHHrNFnGPCuMVbyZCbGF2a1zQiTqVfeuMhS89wrjSTp7fP4ZklLZAd6j9sGcGNEmA8qpe6JuLcJ+DhwEvAL4PPAXSLy+iRbbdq2yjbMGHUyEKMhu2kH2zLL/hhToJuiP4jjidEXYR82b+dwrgeMPkYgJ+rxbZZmiHsZzW3ayD5m7TnSRViDb0PlbfKolLoLQETWJ05J45PAVVYP/DngbOAPCdmVXkRc+XMxGC+P3T1umDG5EaWzhm0dtPqUn7OVw0i22qcX+hlA5O13ytZ8x6wiJ+vlltAmwghTiZb4hSHtMr9+8c4qymZq1GrteuJr6dW16CWId2rGEa9bNWrBVhxqZm7YKt8SEO5Z4Dql1FcBRGQZ2oj3ARNQKdUSkUeBowghLnARcLF7cSf7I17b9aVHt9ubBnVmeIX6NS/KfilidslYtFM4tyokqxqvOO5X7JrsFJObliFGOlhWb9Z+M7X6DJMTw9Tr6RrmVhCniaeVxU5hDqYmRmaJ6kI1k9Mwa+KeCPwQPcY9EfiaiNSVUtfRNgt62XlmB9EmQ5cCl1vni4HtLWpITPHGdctqX/dFtNubuMv0DAatVDJIXw2mJoc7SAWdhLDJ4J4nwUwrmAeut2bjmJwITCytXiwppieGGVo8NRuPjX0ZETkynokBe3lUSn3HOr1DRL4AnAlcR7tG7+88dgARvmCUUh2u+bVuC6ZmhpGZ+FrkqVbgI8jaEc58HPcjpcJNQ3BWnCV17rJqY8flAAAFQUlEQVTAImDEX/Mfslv+12Lv7u7e1RBpplXvKOfkBn7dMPHta9VYFJB1X6vmT7JWjemJ4Y5zWnWot8KPWWJybojKNvaBtqBWSu0UkWeAY4H7AESkDhxJuJgciV0vL0UmkyuC3BbZPs+CwItO3kPtdw2mjxyDrUbLXOQuA/0ImU4cjsTqMaZ/F35rX6/sZITZah/WLiVCL5tt55h22G2XyUTOiwxEpIbOuWmaRgLyTaEJKMAT6LJ8H3A+Wudq8GVgk4h8F/gl8Fl0rf5mkny0JoZB/JQeHS1yq6Y/elb7dRJUonuAN8TdniRLhNWmvBfVt7R6caJ/sNxhXnWC6N3rs0yLlOmY5/qVXQiSftEzgb+1zs0UznvR87pXAAcHWXoW+IxS6nor/FVBuHvQA8KHgJOTTAUBMFODiQwNLmzRp5W89euMi6BU52ovm0P66/GrvG7lz4JshgSuSbgdb5HrOuJgMvkjpdxmk/v3Ag1mFcvuR0/byYRVIrslj4M6sBG4/yWyJ7BbK4uGKZgmnL8SPpBBdFFD8KwQ1UPm3TPHwWQTTh2F+b7NJjubbSKB3x4OcZHmo24BPjEKe7LKjA2nMagDb0Q3ZjlLxhxtxnlDsK4JO3NML2u4vZtHb5c5JpNuQ1O+HvcAsrNyqFBhrmG5UmpHnIBlI64ArwSeR/t28RjWLygspr0xb1VW/THI8loMvKxiErJUorJSSomIMeCYiDseWKgw895UZRULAy6vROn57VVZoUKFgaIiboUKJUQZidtC62sHrcQvA6qySobSlFeplFMVKlTQKGOPW6HCgkdF3AoVSoiKuBUqlBAVcStUKCFKQ1zR2CIiz4vIHhH5nogcMeh8DQIi8hER+b6IjIuICpZW2vfXBeWzJyivzWJZFyykshSRy0TkiaCsfiMit4rIwU6Y14jIP4vILhH5nYhcK9K5blREzhWRZ0Rkr4g8IiLvLvZNOlEa4tLpIXIF8AO0h8glA83VYGC8bZ7v3hCRpcBd6PJZgS6vs52wC6ksFXAW+j0PD87/l7kpIouAf0abOq4C3gq8G7jSCvNHwP8APob24HIj2sNLRwNQKJRSpfgBTwPnWed14EXgzEHnbYBlsh5dEevWtY8BLzjXzgN+WZWlAu3wQQEHBOfvQS+eXmGFOQW9pmtxcP6vwN848TwKfG5Q71GKHjfKQyS68I4aULbmKo4EHlWWo3rgQeBQERmrypINwLOqvQrnSOAppZTtfOdB9IZQr7PCPEAnHmSA5VWWRQY+HiIXKsYILydzz4x1F1xZisiJaHe/p1qX+5VXrzCHZp3HuChFj0tvD5FJ/KEuBIwTXk7m3oIsSxH5AHAbcIZS6n9bt/qVV68wAyuvUhBXKbUTeAbtIRLo8BD56ICyNVfxGHCUo2k+Bi0Oji/EshSRjwJfAz6slHIdEz4GHCIiB1rXjkHvn/ozK8yxznPHMMjyGrSyIIFS4QLgV8AR6E16LkX7Y14y6LwNoCxq6IXXG9CKlv2C80VoZ3y/CcqnEZTXr4BPLcSyRHv+2gGcEHF/EfA4cFNQdq9BE/WLVpg/QovKJ6A9nP452lHiwQN7r0EXbIIPIMBfAb9Ft4bfA9486HwNqCzOCgjr/tYH99cB3w/K6bdoF7myEMsyKJfpgGj27wQrzH8A/iW4/hJwLTDixLMR7bm0CTwCvGeQ71WtDqpQoYQoxRi3QoUKnaiIW6FCCVERt0KFEqIiboUKJURF3AoVSoiKuBUqlBAVcStUKCEq4laoUEJUxK1QoYSoiFuhQglREbdChRLi/wPvzixpGP/YZgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(image)\n", "ia.imshow(heatmap.draw()[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So what is exactly the data saved in our heatmap?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "0.0 1.0\n" ] } ], "source": [ "import numpy as np\n", "print(type(heatmap))\n", "print(type(heatmap.arr_0to1)) # the numpy heatmap array, normalized to [0.0, 1.0]\n", "print(np.min(heatmap.arr_0to1), np.max(heatmap.arr_0to1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The heatmap is an instance of `imgaug.augmentables.heatmaps.HeatmapsOnImage` (line 1). Internally that class represents the heatmap as a float32 array (line 2), which is always normalized to the value range 0.0 to 1.0 (line 3).\n", "\n", "What about the image size and the heatmap size?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(161, 240, 3) (161, 240, 1)\n" ] } ], "source": [ "print(image.shape, heatmap.arr_0to1.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the image and the heatmap array both have a height of 161 pixels and a width of 240 pixels. The heatmap array however could deviate from the image array. `imgaug` would automatically adjust the applied augmentations to the size difference. For example, `Crop` may end up removing less pixels from the heatmap than the image if the heatmap is smaller than the image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Augmenting the Example Heatmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our example data loaded, it is time to augment it. We will use a combination of `Dropout` (sets random pixels to zero) and affine transformation (here only rotates the image). The image will be affected by both augmentation techniques, but the heatmap will only be affected by the (geometric) affine transformations." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import imgaug.augmenters as iaa\n", "ia.seed(2)\n", "\n", "seq = iaa.Sequential([\n", " iaa.Dropout(0.2),\n", " iaa.Affine(rotate=(-45, 45))\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we augment image and heatmap using `seq.augment(...)`, for which `seq(...)` is the shortcut:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "image_aug, heatmap_aug = seq(image=image, heatmaps=heatmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if we had multiple images, we would have used `images=...` instead of `image=...` (and also a list of heatmaps instead of a single one). The method does not require the `heatmap` input to be an instance of `HeatmapsOnImage` (or a list of it). A float numpy array would also be accepted (or a list of such arrays, one per image)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's take a look at the results. We visualize the original image (left), the heatmap (middle) and a blend between image and heatmap (right)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(\n", " np.hstack([\n", " image_aug,\n", " heatmap_aug.draw()[0],\n", " heatmap_aug.draw_on_image(image_aug)[0]\n", " ]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the rotation of the image and the heatmap align. Note also how the heatmap is not affected by `Dropout`.\n", "\n", "We used `draw()[0]` instead of `draw()`, because the method returns a list, containing one RGB image per channel in the heatmap." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Augment a Heatmap with Lower Resolution than the Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As mentioned before, `imgaug` supports heatmaps that have a height/width that differs from the corresponding image's height/width. This is often desirable, e.g. to train a network with high resolution images as input and coarser heatmaps outputs. In the following example, we will test a heatmap that has lower resolution than the image.\n", "\n", "Let's take our example heatmap again, but resize it to a quarter of the original size using `resize()`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original heatmap size: (161, 240, 1)\n", "Resized heatmap size: (40, 60, 1)\n", "Image size: (161, 240, 3)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "heatmap_smaller = heatmap.resize(0.25)\n", "print(\"Original heatmap size:\", heatmap.arr_0to1.shape)\n", "print(\"Resized heatmap size:\", heatmap_smaller.arr_0to1.shape)\n", "print(\"Image size:\", image.shape)\n", "ia.imshow(heatmap_smaller.draw()[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the unaugmented heatmap array now has a height of 40 pixels and a width of 60 pixels, down from 161 and 240.\n", "\n", "We now augment it using the same augmentation pipeline (affine transformation + dropout) again:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "image_aug, heatmap_smaller_aug = seq(image=image, heatmaps=heatmap_smaller)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can visualize it in the same way as before:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(np.hstack([\n", " image_aug,\n", " heatmap_smaller_aug.draw(size=image_aug.shape[0:2])[0],\n", " heatmap_smaller_aug.draw_on_image(image_aug)[0]\n", "]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Heatmap from a Numpy Array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Previously, we have created heatmaps by simply querying an example function, which returned already instantiated `HeatmapsOnImage` instances. Let's now manually create a `HeatmapsOnImage` instance from a numpy array instead. In the following example we generate a horizontal gradient from 0.0 to 1.0, i.e. a heatmap that has values close to 0.0 on the left side of the image and values close to 1.0 on the right side." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from imgaug.augmentables.heatmaps import HeatmapsOnImage\n", "arr = np.linspace(0, 1.0, num=128).astype(np.float32) # (128,)\n", "arr = arr.reshape((1, 128)) # (1, 128)\n", "arr = np.tile(arr, (128, 1)) # (128, 128)\n", "heatmap = HeatmapsOnImage(arr, shape=image.shape)\n", "ia.imshow(heatmap.draw_on_image(image)[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Multi-Channel Heatmap from a Numpy Array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up to this point we have only worked with single-channel heatmaps. We extend now the previous example by creating a heatmap with four channels instead. We use the same horizontal gradient for the first channel. In the second and third channel, we start with the horizontal gradient and decrease its values within different rectangular subareas. In the fourth channel, we start with the horizontal gradient and set regularly spaced heatmap pixels to zero." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# first channel, horizontal gradient\n", "arr0 = np.linspace(0, 1.0, num=128).astype(np.float32) # (128,)\n", "arr0 = arr0.reshape((1, 128)) # (1, 128)\n", "arr0 = np.tile(arr0, (128, 1)) # (128, 128)\n", "\n", "# second channel, set horizontal subarea to low value\n", "arr1 = np.copy(arr0)\n", "arr1[30:-30, :] *= 0.25\n", "\n", "# third channel, set vertical subarea to low value\n", "arr2 = np.copy(arr0)\n", "arr2[:, 30:-30] *= 0.25\n", "\n", "# fourth channel, set pixels in regular distances to zero\n", "arr3 = np.copy(arr0)\n", "arr3[::4, ::4] = 0\n", "\n", "# create heatmap array and heatmap\n", "arr = np.dstack([arr0, arr1, arr2, arr3]) # (128, 128, 4)\n", "heatmaps = HeatmapsOnImage(arr, shape=image.shape)\n", "\n", "# visualize\n", "heatmaps_drawn = heatmaps.draw_on_image(image)\n", "ia.imshow(np.hstack([\n", " heatmaps_drawn[0], # arr0 as heatmap drawn on the image\n", " heatmaps_drawn[1], # arr1 as heatmap drawn on the image\n", " heatmaps_drawn[2], # arr2 as heatmap drawn on the image\n", " heatmaps_drawn[3] # arr3 as heatmap drawn on the image\n", "]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resize, Average Pool and Max Pool Heatmaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have already used `resize()` in one of the earlier examples to alter the size of heatmaps. We will now test two alternative methods, `avg_pool()` and `max_pool()`, that can be used in similar ways. As their names indicate, the methods perform average pooling and max pooling. `max_pool()` is a function that should be considered when working with heatmaps that are much smaller than the input image size and that have sparse activations (i.e. few values above zero). In these cases, resizing could lead to little remaining activation, while max pooling guarantees that the maximum of a group of cells \"survives\".\n", "\n", "The example below showcases the three different methods. They are fairly similar to each other, though note that while `resize()` accepts a fraction as its argument (e.g. `0.25` to scale to `25%` of the original image size), the two pooling methods expect a kernel size (e.g. `4` to scale to `25%` of the original image size)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[shapes] resized: (40, 60, 1), avg pooled: (41, 60, 1), max pooled: (41, 60, 1)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[shapes] resized: (20, 30, 1), avg pooled: (21, 30, 1), max pooled: (21, 30, 1)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[shapes] resized: (10, 15, 1), avg pooled: (11, 15, 1), max pooled: (11, 15, 1)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# reload the example heatmap, since we replaced it in the previous example\n", "heatmap = ia.quokka_heatmap(size=0.25)\n", "\n", "# test with 1/4th, 1/8th and 1/16th of the original image size\n", "for factor in [4, 8, 16]:\n", " # resize/pool\n", " heatmap_resized = heatmap.resize(1/factor)\n", " heatmap_avg_pooled = heatmap.avg_pool(factor)\n", " heatmap_max_pooled = heatmap.max_pool(factor)\n", "\n", " # print heatmap sizes after resize/pool\n", " print(\"[shapes] resized: %s, avg pooled: %s, max pooled: %s\" % (\n", " heatmap_resized.get_arr().shape,\n", " heatmap_avg_pooled.get_arr().shape,\n", " heatmap_max_pooled.get_arr().shape\n", " ))\n", " \n", " # visualize\n", " ia.imshow(\n", " np.hstack([\n", " heatmap_resized.draw_on_image(image)[0],\n", " heatmap_avg_pooled.draw_on_image(image)[0],\n", " heatmap_max_pooled.draw_on_image(image)[0]\n", " ])\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customize Drawing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have used `draw()` and `draw_on_image()` quite a lot above. `draw()` generates an RGB image of the heatmap, while `draw_on_image()` additionally blends it with an existing image. The following section takes a deeper look at the arguments of both methods.\n", "\n", "While `draw_on_image()` always generates outputs either at the heatmap size or the image size, `draw()` defaults to the heatmap size and can optionally be requested to produce any other size. The below example uses the default value, a fraction and an explicit `(height, width)` amount." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(heatmap.draw()[0])\n", "ia.imshow(heatmap.draw(size=2.0)[0])\n", "ia.imshow(heatmap.draw(size=(50, 500))[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both `draw()` and `draw_on_image()` have a `cmap` argument that can be set to any matplotlib colormap. The default value is `jet`. The below example visualizes three other colormaps:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(\n", " np.hstack([\n", " heatmap.draw(cmap=\"gray\")[0],\n", " heatmap.draw(cmap=\"gnuplot2\")[0],\n", " heatmap.draw(cmap=\"tab10\")[0]\n", " ])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same for `draw_on_image()`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(\n", " np.hstack([\n", " heatmap.draw_on_image(image, cmap=\"gray\")[0],\n", " heatmap.draw_on_image(image, cmap=\"gnuplot2\")[0],\n", " heatmap.draw_on_image(image, cmap=\"tab10\")[0]\n", " ])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`draw_on_image()` blends the heatmap visualization generated by `draw()` with the original image. The opacity of the blending can be configured using the `alpha` argument:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(\n", " np.hstack([\n", " heatmap.draw_on_image(image, cmap=\"gnuplot2\", alpha=0.25)[0],\n", " heatmap.draw_on_image(image, cmap=\"gnuplot2\", alpha=0.50)[0],\n", " heatmap.draw_on_image(image, cmap=\"gnuplot2\", alpha=0.75)[0]\n", " ])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, `draw_on_image()` will resize a heatmap to the image size if the heatmap has a different size than the image. (The interpolation used for the resizing is nearest neighbour interpolation.) Sometimes it can be more appropriate to resize the image instead of the heatmap. This is done by simply adding `resize=\"image\"` to the call:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Heatmap only:\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Heatmap upscaled to image size:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Image downscaled to heatmap size:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "heatmap_small = heatmap.resize(0.5)\n", "\n", "print(\"Heatmap only:\")\n", "ia.imshow(heatmap_small.draw()[0])\n", "\n", "print(\"Heatmap upscaled to image size:\")\n", "ia.imshow(heatmap_small.draw_on_image(image, resize=\"heatmaps\", alpha=0.5)[0])\n", "\n", "print(\"Image downscaled to heatmap size:\")\n", "ia.imshow(heatmap_small.draw_on_image(image, resize=\"image\", alpha=0.5)[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Invert Heatmaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Heatmaps can easily be inverted using `invert()` to change each pixel $I_{i,j}$ to $1.0 - I_{i,j}$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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nSKKTcrPViT6sSpNoU6q3MyzVPrHw2sC0+GfcY3BUIdl6TbpuenUlKf0RIsk+NX6VsTwwP7zpXg+0gA9JKTtSyu8DHwc2VFiGXOSpzsv/28UMb7LzMdooYUuaws8Yr930m3MRlnP5cRtyN4sq10Z84xuHYjkwPtr/flIr2c2k+jKW6/01Tj4XmzSyJNr2WyjX8uWzqeehDqkuspnAN0+IauZU+n3WCGBGlUH7rXrKUEYnCCGeEEI8IoS4SQihYs+sAe6VUuqq/jvAkUIIqxuMEGJECDGuXsBY3kKUaZV9K8CVdxVMRRfOGeN41ms7xZvvOBd87NO5UvFpPkXWRoo0haKu3auB40cHfxtp2xXS/DDRufDWQlfr5jdXiVbDrKJEXW3elOqQ6io7en02dnzC77by+M6859am1y8CvwEcCrwUkMCdQoglRH6XO4zzn4rfk3wyLwL2ai/3ODaO5KnSIzdLikUH3s6gBV1f2u1mvJSg7MpR0gw+cCsXfSf9lDzrBKHwXXXTca0RlY8yy60eTTivHZns9JlDPeNHX5NStvFZ/vxIj/LoKQwrmLwSPUMk0VtzlDSTb1yUIxVVj1U4FBSRmCKzMWWWW5dyjjLZ6f1Z9ZsWILAyklL+QEr5iIzYCrwDWEmkmHYBBxmXHBy/J61jfgSY0F7L85TDZ5kQHCyeaxwTHkBZyNHezYZjGzeinavPkHwZAVYieul7jvRZke+OjLxU6Wuk5zkJTCYoIZMTW30Z8SlrMat6Hqdqk7xuJJNwilehgL4k6g4K+r1Pmg3BsFIqKtXySJEjFd0YXPawQv+3VThLQCTVJ5Fv79UIcKL22Xe1vRhlrxnJ+CWAzUQmPL3Ua4EHpZRWZSSlnInXlzpSyg6wL0+mRRa/8zXdGz1ST8sV7E1Ux/abj3FjZPDzKd/LvMK3KdWxx8g1v8OAk3MqIohmSCePDlreXShmzChiGMyomTe9lxt/4Zd60gpm0uDCVFK263xQ9+J7zwd4c44rivQUvlQ1nz7ZMa8RIqkuImNzyEwnhPh9IcQh8efDgM8TPSb1m8CXgR5wSbwGdBxwPvCZkGUoQp5RazTOONohRTN1vYl2jc+675FuutONHea1u0hXSFmu5yM8nuOf+M6OfCN4VWE4efno8PpQXnSFNPfJMtVNIv9J5JZqPcU2wy7bujHZ5k1nGqX1ayF7iGVKtDm3GQHk1UdCpmRX7YJShVSfDLzc83rlaecr2XPITAecDfxICLEXuIeods6QUu6WUu4mcuf+LWAbcCfwv4BPBi7DgIiFvP1d4F2bss4y3a1NFac3U9tMRxkqtpM+hjQVkiKpiSZzTq6z/PB1gi3Tuj4BnJoSaSAvusmuGoq6ISeU9mvv4kt5RiTYNxTYlInpJ6pcuG3q0HadKdHqPe+/v3sDlCvZrhRRfHml7FT8QiLp6CY7V4rNjIK2JSnlazN+vx84PWSeNsqyBs8A4lIJ3G35Nc/OiDSXbH2Xhn5sOf2Riq6QbArOjx/Lk+iIb6eOh3w86op4thVZHUkzSq0ATvScDZmMtOHkNtwzFcbZPhtdsvOSbaKTXxWZEp2EmukozM9dItOIfv649lL3WJVSv/fb6S8Su8reDHCS/DHfTt1S7yPVUGwrt2u+5s7HNMkO1dspk52rVBdTJ9UO7OY46pbbKqUDXHKFhPPvTjgjD/p2P30s2WGwyeroC7EjRI6KqvnqzXg70QqIO+tefjffRXCP19Xp+EZhAH/ll5TfyeR3VHDhxFH40VQFrp7epN2FDnf/z+iTz33Suyt9np8m0frGV9XtLWW4DGpY5iPVk8Ddb1+H4FqPq8sm5GDiZIrPhmyo2dGPyC/ZRVr7Ao5NF5qNvwucf2vBVJSVXEdZ0PMww6AdXB+H6k3ckTvv5h/lhuCj+67xXhcTwLpWOYpIcexov0OdV6zdCIQZXtmOZ6GMzGlS7cvd1xdNIYnii/VhmKAcRaSTFgzaZG6tGc1rkhwYOoA4TxJ5qetnuAhk2rkuZjZlzLCl7RpMVTHOBZ9J3wBbxNrta9TwwdZNnDoamdTK5vg5q5CSHBg6yL8U3hJtw7bpNQ/m7QnR1WdvgK16e3URc7pZIyuI1oiqIK9UzyFvuvmO7s+ms1neBOt8reoKFYcO4z1UeB81w9rqcW0bNtzGRa8a/qWekDf+e5p05XcikcdclcxNhWTbtNDhJrmZu184eKZrF5vkmu0r0Ta7gY9EQ/xfjrso4dc6NnYW2cqt5/ty/J0MfDieSPFlSXYzMwqOWaW3iCMtR0Pgu8EsKS0X9BWWLrCcTX//oqGzim5E9RkrFekmVH4nAysqVkSK40dz7s72IlQn+vscKW4pTapDp5VXuemBVrvAi76/KeHqqvcYhbAtKNfturCFFNJpZkaJhNhHHM7irKdUhuO5C+a/bANLecl9m+soTDBUU5ig3PWhPJS7hlRUbjrcJC8MUhIbZUh11hK6zRzcBjY/+hLChWFVqVaJmtVOEMZ1uyjlSfWCVka+ph5dv/8RUMwfzNyOZ/7uOprIc76u+GxNNOG3y5JT9HWArbrpriRaI5oLpG2o9V8Cd3VHtq0X/VGhWVGaRCcdyyKrLtTmWv27/p7IVWlnFTEGV82p1BUNcZDjSVZIphu6GwtSGYUKKXPBq+D5fN0jd/VSY8S0cZ2rYNvON4/tMvLUjRcp/PVdiT8VCa/kiq8B5ZUFIiqUxakJM6TqFPXwhoWv83yvME1mDI+Qruy2reImpntO1p4ygLs+ARx3QcKvvraTKqX6VOCVHteViVpDstG4dg/gu5VNpwOID0uifT15sc18IH3Tms/MKCk4j/59xpJXFr7eeGFxvXfjwBkBIiqURTinhhAj446TRKflapNq365ITyvtX5pKPCu/XZAR2LiqwKU+9+4M6jfLpWFK9QG4ZjSe49VOeZnnmNeOABtfA5xyW47S5PU3sykOn/Fx1hhSfffZKnhY4hrZXDAQ2FhO9OiHKly3i2DO2AabbR6JVhKbJt3mOaZUj8CajbnKmxWL0NaFq3N9boWtJRRJT3EYcOIN/4Z99bcuX9E8LGfulk1xPMOuOv4KaY43YTuHAos9r02aZJuW9ctv3QBC1/y62c0WrCZrPKdmNDMMlmIlkfNqXleJw+Lrzbz17ytzpmWyNParSyZ08yiS3gup31HBhVNH4YEp23K6X+SMPmlSrQdJmmHDvZdHMfRjTKnWSbs3HQY7D7NluASTWUny6qp6n8RvdrkU+N6NpyP4BHbJ9gk8ZSOtJl14IXN7NmSiNsWa8Vv2O6c0L5XROAPtCXC7/ea5ZpNNviKv8snKXTehzRA1x5/muHY5g7fMVEpqNOxPm8hvR33uGp/z2OldMY2L5jEbL2zN/dmQjaNHYcuQQlL3UZ9vuHaSSeepGbi6a08NXRFigKEbpEeIJHo3ySGBFHrkRYXuyAyD4YL8UZJtk+oQczDb9aZk56np+aSIdA5lUKpTgwJaEVKmP1xtLhE/enzvXwFL4mO+QTUVSV3Aa68Acf5fA0dpKfvmopqkHqlbj02nvj9Csg17nP6MR288epeylGI7XEbYxPOtI9oylFCUo3utHjuPZkNJPDzV//wivqj9EmqEnbCH7fzX8t0rRGEFpEs0DC7Pm1EY0oZZR2mfldpUn1UZn+tfzNk0j8S230i3h4SUcJ/aHSd66P185jH6dbyPeE/URPwsukzm4dgyCoRh649M0fJhtgmPqRRDzIaWE/ke6bMhPS01OjsKu1JaSX/EpP+zIk3Wpobh5Gvg/ncmX2XOHkPPkMzuU6+lSWB8ASgiiB5vvmtWIa1IOTPwMGAszEzoMPqRtW3o8w2lcGxSbc5J9KFVG3eDsz64UXn9GGDjybDx/pyplDXkMo8pippp5wrqf+zCZ4fmvFRGY/EL7Lsoik6628ADGyBaoAux7XWEqCvdpX1XmGtISinlSbNIt5IwHzki29CXZOZUn4uQdP3kPDXLpTE5CjNdoGczVOmjddMUW4BLHyh2vYZtjSlpmAXJUm1TRODeRZuKaKB8R4GbCdvsWcqQ7BHm0yMa8+P3n+alme5u+soojSLiMw4cyU8IG/VXf16RbrLD+GyuXJmzIf1zm/Tl3SzHi0H+TN7EOWKjlziFWgput6DbG/y8UGZENpZN3ed4RTHJvo8jC1w/iCnRMByBEeN3hU2q1fty0teJXGStA3xF/hkbxX/JcbYtJxxyS8K2Ir0QFZFiBjgEHMx081IZ/YR8tzFrcpzGA8DpG6XD1F5hmlVME4v+uDFzzSgP+j8w14hsRgrHxnTp0dz3QcFRz8hZnBRG2vHIn3CzmpkudOdC9P6ALJt61PEKu4k1Hw9wX4HnWyYZDW1S7SPRygUnze9N/5z3nx99HYhzn855dhqhlJOOudq2EDhAlNGji2Dc0VnD7BhnuukdZGcKPiyv5FpxCvlUn8u0/nGSZ0JJysSW12qGmyfad528jeco9i/3234m2iC7g98Vsjv4PRS7doZPs2qWTT1Z4GrXbrnDJg7PLdEuS/tbtc+2YVYeqVaeePo/SpJql3991HJYtN3d3TjyCpPGdx1pOVaUInHP5wruymheWuHHx9yVEUC73VdA42QrpMVMJf84mHLC5yQOZVAhmWtG+ntSXrZZENpvJnmb7VbEMsj91w2GFE4cGUGUZGabPJTZKpmJV9M7+8rJqzyKmmv064uP2G1rgHmkWpdEfWiW5QKkS/Sh2GdURSQaYOt28FcaadeFVkQwvB48H5WTuwzOy5nR3mf5KaNZWkDP+G7jBhDrbiFa/Sxrl01eQpkE8rCLDfIf+fTKC8rb9lBGVeb1pIiD5snHoxlw3Wa/ZVPVtsFbEKymXM/IvIRaZ8zDV+QGLhCf9gt8YiNrB30o8sr1vviFJGykch86wOGw0M10e1fCuG8IhiRsN3kZiO/+X+xbP6siyUeo7Cb8GDu7v8Pk2plylAaE1+9qkKEPLszveegRNeopkNuiQ7tDLDckUJoySqjT/9sVqc4EVZC0v69ciYbfeXInM6sm83lAuRBiX0netH3y6BIrKmCPMi2WqbQOFGX0fBiXuHcyWZg3vQ1i84NUN0U2reSm4qlqDKkkfga59gXDM0nwr3vbaLJMHR/S71yh6sNUUHui2ZZpqty2Ld0cvExobbCszkyrgwf3iEqNPkmOByG29royA7xgk4RXW34sshcEkv0PylZOIdljOfZk0rpYWmBld2U0L9eMWEIkwaqDVB2jzyjYhouhPAim0rHt4MByvChpnn/Ru/ipRJ4k0h19QmzBqGLyGVpOTBNmG8Sxw6elbWkF4F8H0xiqC/W5CHq92jqcwCRJsP65TCWU1l8/eIrgiDUg9sjk+sZyYahChU4zZHs5yHJsddKaSIoNf//IcLi6DOanMlpM1Jkk+Q2EuDlm+sEpuiRbBCXBZkWZf7gNOx5CvF4ibxCwTPvJZhIrQsvyuaz6N000oRqzbxpmedopvxUh1FpJAlXOcEySlI9FogF4aDOwiqjzrXrwWZaSC90Hmum7YFpSSsqmfkZJ7gTb2GMFudJOyaMQdTZZk5y3/50/ZI38Fptf/5Lky8uWpDLTD+3p5zrCzlI4ITuZEuqxbiWkqtrVD+Vbj67hJcdu7ge6TMqgLMpMO/SaGLj5+h8wymgZ+RRFCNMGI4QLCVQ1aRXgUjnj3CfGYRNwjSWZqvw7QszGstasQs6S8taLzTSSlXYBQkh0lSuYOra/7juxOUzcx30IXvQ1CVcaCZrm0bLX8vS8QqZVhb+VLf0DRhmNkq/k+sK7z3rB48CGVXD1D3OcbFumVZ+rppzbumvtCJOjll0gulmtbPOmMjUVWUsxZ3Saw0pQ9PT02Zcpg66j2LSlvhys+gj88KLs87Ikei4ooqLsAkZO2cXMmLH+YWq4snZ22GTRPO6Tlp5eWe0xbcbusV1iYSsjGBYqF44Art6S82SXh+2FpqAU5GTZ16aRT4vsINO2zyFpEda0piuGkE4DSegKtY2fSaWAXG/JoYigfonW+/+yWAlM/3gZYizDq1jVcxnmLzOPstIsUzmZg7mylZEQ4k3AnwIvIgqMNiJlPwCMEOJ44GrgN4GdwLXAJTL2HxdCCGAjcC6Rse17wLuOJu3yAAAgAElEQVSllD9wKrWLMrKRd0TZhvQIW3XPgBQVbch93f38Si7j8PN3upnKfIuWZnqwnRNywdY0CYb01FTlHY0/h+rgctZzlkSrc+aCREOpEg3A/acBb3LMqIjc2eS6qu0OZSvTAiMH17/6FPBZovgjX9B/EEIsBW4HrgdeQRS24DYipfTJ+LTzgXfEv/8U+DBwuxDiGCllfofTScK0lKx/Pwp9C3uSlbxqD7hQ60A+LOdZ4pu8T36ZKz76oXyXJDW8MosaUoGUsZ5kpu+6ZpSVXkY59TWjJOldCCa4PIwQBWX9Hzefz4fOvcJ/llrWbLqMdcwk5ReKNvmj5Gp4bXoVQqwD/g/azEgI8Vbg48CvacfOA/6rlPJ58feHgCullFfF39vAL4H3SilvsOSjnpGgGAO27/3vMF5GazE7rjaIix6k/mi6VfTgSdiU8HLkFTnDeqeNlspeWwqZVomNV2ySldbFg9eI2eFVndSpgEyWPwOe8QmZ/ljaNKpqomXIdRlllx24ZAJq2vS6BrhXN9sB3wGOFEJMEm3hXQ18W/0opewKIe4FTgCGlBFwEXDx0NHQawZJI5tSXLuzSCpM1U03zQT5WBRIdRn5SCp6qL9kixChjkOYGZLt+lDl10fjIUfA5jGNOlY06xpOKWwhhRWPPQ37f0+w6GLpP1MtwwkmKR8IU6E2W2iI/+AxMwpZdZPADuPYU9pvahuv7ZykrbwfAT6mfR8DtjMJTFDuYhzEHdAIYWdG5sKHTbKqkOg8wfiTjTji+xJ5msivkFwoYxAwl2dheudXVs+tjX5DS7SevP6dhGNlkeehKWlmya0rQL5PIA4qIURamc4wZcbD82W6+ix1dhHtadY5WPtNKSNz3HEwg49CmUVKOYOmYyP/ByKVpDsxlLXIHGyxL4+dp+4xoyN//UP+y80f49M3XhB+0yiEb2Q2N/+ycC2zOTPSXc3L2PcUCLN4tmJWoYCSBuE+s78ffgK4gnI3jarPIdMNnWZSHnnxeCRayOJvBv5ICNHWTHVrgQellLsAhBAPAy8GvhV/bxOZ92wmumSUIjJLHzp0StBOq4TeIBdlGWQmufrZf8anP3VB2HrSh9TK2yykOazMhVs9PZdOp8pwQAuAMl2IJiGKyFCmI0IZiqhshwRFXrkuWxkJIVpE9149wGE0VijTwJeBy4BLhBCXAs8j8p7T9zZ/FjhfCPFPwM+ADxINbL7iVOpJBkfjSc8nyvPMojQeB962Cq5/wOGitOFPlb1BBasCW7Yg/pNE3iLKnW34dPA+6as8Qqef9UgL2xqFaa6zeUF5lnPVhfDAR/2uVdmWvRUriSrWuuTVAvHB2FRXhXltLprZiubh8XBO1yK/BfhL7btyx/5tKeVdQohXAJ8BthGZ5q6h79YN0QR4KXAnkUr5LnCmk1s3RIrINA3ZFuCK3uwVwAeInNUTMZtmga3x3vg+jDkAe35oj7oQ8m+rwUabwf0/IQO1Eqdf0hNpZ7HNdNJmP7oJJpAy4jyY+Wi6lGQ1m6rMb3WEHfrhD+ALf/Bm/vhLN4U3lyr0LmJM+6z/5ptuVeG5zHx1PB5+Oj+fZ/R1GM/qNLI8rPIwBc9b/wMeFFlP8qvTX6huB12Qm549HGk75KjPx0zgmn7SpsMQeWWEpRL35GyDNmXkUb8/eMPzEOLB1Afb1zGk0qkr9p1i1RoQl8rBwUBI2Qs8201MPy3fkJjCsq8D6+pz7a6OpRSL5+VwMz7O+3kDV1kSS8okNEkP3KuS9K5BnCmR38ow1YVuBDbTXVm9ZmgHGYUqa5FNrx4mxvfzcS7kDRyWklTS51DkifRQlaTb8nlsM8gPCsQ1KQOFMirGNgKoQnmETtvjmVnzUxmNES6eV0YNvJRv5juxNPTmWtc4MeNx5zse4lW//iW+/sAb0u/LKMU82myjPd1EGChIq4zTEN3Bz7T734MSMhyQ7bPBN6deOquIkta/yybpMZJVkpX3Q5vjD3nuTxmDrZAKoy2hK6J3HduxEGTF+rMwP5WRbc2oCCm1cPijOx0TU8+UX+pbGo26wlSa+SkP+6TuY4Lblr4e/h+ZEiXjhi3i3s+5c0873/itW2AW02tDy3jgX68NrW70HoJeexGt7v7y4oUllHPnjw9nnMHHSGT9pd2El+iqMYdTWWbACcjnWad35mV07kPrsZ5DhzbQ7kUNQ72P9foNpe3x3IckpLsHw/xURhOEaRkpzI6IH4f81TRC/7nw4zmvq3qp1tyZkSe/HOfseYjTf+0OvjF1pnOJeu2wrnjdVot2rzf7uSx6IZrPKP2Hu5XdGlUn+SvBqvPgIdP6nICS6l3AYbi1hjrIytfFznDHC05n/dZ/YFFGR91q9+jFnbr63ArYubfaXXrd9uznMmkHKLcc7fC04zXz0oHh6S0wsqSvyIuMgKE/4rUxMgXisAdzptQBtmvfV2acX9f6T0lceRjbzhv3vrxHmxbdMJ38UNplKqV+2i16znmt+tmT0QfVycSdjvcIOIt9I8hfCR5al+/0LKnOE7u+7GFWWUO5w24C8dJpxg7anX2yhRAdexohFV5Suj6KVXY6PLX0aFjoDgxTo7CoDdNjkZmj1/bYYWWQZHqZHoOoKS7PkYrZeTwOHGocmwuGCiil6X4Aps8rZj+dJstzsRjdAEqpR4uW5qqpf5/yKf+YYdKIG37WaNybsWmuO+ZsTuRGL6k2ySNJZSsi9R5cqv8cxjbtZnTMI76NRgil0Wr16PWG5bfVCi8nrfiu92izuOVucpMt9/qalzOjR/Y+g8Xj7YEOQSf0KPhZJ+yAzQ/lONMa1YgoPqxLM+kQGUU6REowKXSfjRr3HLGXn8mXFprZ6B17mbMZM7+y8sqj/E57+t+BfofVS5jqhxwF796xlN65S3joq9nn2qR6HIa88bLoAI/Fn12kus49R3uBrfJEfo+/pe3zLG0LSf1WaELmY1osWhlDlP2dffxs4hRY6DOjaRbTQlg7kBAj3yE+D6wt4tLyGPmarq6EFNuJml+W+Us1Vd1gUvWzliZo0aMTLf16k3Rf2/SC3V/VsFp0mSphp6v5H9IU3mJj1G1TOqFHv0sP2g1XQferflKtFEseqX6MQYmGfFJtbmqoWhG1WzDRg9M+cQ+997WZGPoXxcjq0F1R7SOU0rSln2QRMNnvESl13iqjRcYWX7XekPbdFVXZ7/rNv+BzvIxhU13eJ70qq3uaUeThlN9Us09qunW6fg/uCtzGIUFStQl6L24OqmMvOqOJ0mjNfi6LLAWa1wyiOhmVXpFOZ3R0ir844l28jM8NSKXpcfbY8KWzZHXNNiVk/r7aOGabBVX+oD/zdl0Oh7wvWtcr0tknyatpCSgyo2nFCiNNUYRiMVND/azCRxnNSzPdpr3PY2w8eZ3IVkH64rjrIvlSdvP8dz0K1zxEugJ6OEdqqy3HspqtQhlH6lp3yq6zu+SrCg8CsnCZdYRIPyRmh9OjxX8d2lSdD7NTdO0od7OUR//8+WyJnxhmm3lsJfvRNDaTm6tEY8m7CvI4co604eX77hoYVISefZStOKpIX5ftXmeKf5t4HSx0M100QrYrI1Uh5sggWhhfPFtpLh3ODg7imZ/7OU9c06X4WM3W5PNO/+t6Pmd+MYlMqIN1W1XnHjoffQYS0jxomgazOjZdjlv0Zp08zFFwy3E0fBA7eOTDz6R18ROAXbKWMuhJZ2M7kVLRr3eR6O24rz+FwGVHwWKmB+S6zM5dH6iUkY/unBDSVDiqRUfteURKnZfKqMM4+31ilGM3meQZvV/Ch3k3F3nlOchWIudY1XRd7dC7cHNo8MVPNKZYbB2xl0UZMy+TaUaDKjtzwDTOXqfrx40ORHUo6t1l7eBiLuFS3u2Uv42t2Of8edhFpMzKlmqlfLo9N0UEfZOUQreylEFZ6z46o7EprRyl557evFRGe1jCTIGOwWyo+vekhfJj+AlcfTRs2OKdb5+tRM1vnOxxp0lZyiiMKOxm6WxdmlN36Au+UlplKCrdOaEsZRVyFrbUJ5CXhaz/a+s4f8IxqWm6zMPVyuaurBMtlCbVltvks8d6Kbtn69ZcrzRluwwFVaZyKmONSXo4e8xLZdSdNUgUcSFuJ36ftnhXTTPK+j+9hTs2HEG+PUd58NlIF8qgUU5k0WlG6WUItRL8UDMO0x1cfZ7WzLKhsHVERdMfZWpgEFSk40m6NqmjGWU61bXGdQvzCDVLdUmT8FGmU+Xa9DIzj4XAlLWQ6S8OPEvqHigzo2lG2V/y5kgbf8DfcAd/RfJ+IhdGcDfRqetcSAvrHP72KwWQhVq3C7WnSL8+6bMvtrUjpTTUJtciA6PWbG30apBqeOFy2Oo6QbegwgZlOTyY+Ljk6CY39b1bomVrMdO5ZMk2YwpJGXuH9JmcfqzIoKh1oLh2d5iIl8nDmmFsI2z92FJ2w2UieuCeFTP8ZBo+5fYxZNhMBuU9oWaKUSczRXdAcRS3wavZli4boWYx09q7LQqDLxOWNaOQ+0VsZhi9vOITwNuTr88r1W3cTXSTeEq1oYR81oFcULPXPJgyHMIcraeRZgZ3p680+ulNF0wTFjkPSeatMhobUEJlrTuYXie7WcIXLngzf/yByxOuWkVkOc/TJF0NIIfh3myrfO4SwAh7nf9XuUwzOrT4XFaUB9+9T+MJXX1Zaw/mTO/Nb/sCN33mj9nyXfs1q4AHcqTtswLqap4LtQaUl5E2TB6Ks5NJGaj7NRrP0tIGLHXPymYOFGXUpcUilEeSufbTYnHsVmhb+3HBZu6J0kzbC76UfMrIJUpBWvAUj6erBWO4DkaZZnegkOqhQvXYIkL4ppnWAXTjDqKfR749beao27Z2pDt9FO1oTFfxUabhyzDznOE76mI+myCS0ryzI9s6lZrplKlgshgxb9d/iNr9Uq/VsGGK3D9lxg1t0k1rZ4Py0pfntMGSOFCU0T4mhmZGesNVHl2ml1w4zOcM6cppgsGNsSaTuI8HV+Q4p46HQw8zxeIgHb25NtNl0GEllInWx4SXZg0308mT5mJLeNjFDP9HFY6mDLfiC5/9Id7N/wDs0Q3TJBr6Q6Xl5FdGNqk2132UYqpVQU1Frt2+SiTJTJoWwaAoNrOeL2b/Oppj/UweKA4MexlnxBizqQ5Cr6SiCshmqgM4Uu7kQbGYfhM0x4+rgS3YLe16kz6M9IArAEeT7zaVfSvzhancxiHBTF+6Gzj0G0F0bEnG1XnzGI7MUaZLuA3bmlGfQft9eA+t/n/dKY/kEDH4uBR1t1cT3f2kyAp6TJIsqT46fs+jXNQ5ZSgiNQOa6VpmQzp/AoewLVjd62ua+rsyKYckpFJyYcZDwc5TZTQxpIzSKGLusY1y38gXuXzJxbAnrcmtImqi2+mPFUfi4wq1fLuL4ea7nGjsqD9ru47b5fK02Q7TLB6axYRiL8Ox6YrSN78uRu0SoQSXcIXNzLeCJ53TCdnJqOu/yBt5J0nroX3pVQpJDU2WMjjLUUO07QzPpnRFVOdsR1c+aYqoMwWTK6LZq+6CD8WdTNS1avNpGcpCRY4oO6rDMAeIMuppa0Zp5wyHA+r/VoTFTMP1wBuzZgpqnJhlllNKSY2QzXjGVd8m32D9M+xmaenCPj3rTt0Kan7V09K9AkMrVuXxp8jbCZlOF6OGJ1Txci3OddfzGJl1L7m9RF3TOIPKpw5FlDoDsjAD3HPcsfGm18E+JaybdX8tMLTZTk9PX58MqfzMwZs4UJTRHpbSztlR2jaJmeFYfJTThjdcztWn/Rn8W5aZLQ1z42kVYX5s2OrSJwbeJHvjx0iAXemHckooG1U+5b2khzkK7b3pszCetMmy6Ah41R/CYzc7XzaAqWSqkuqRdmRyU59DMDkK3+J5TLB3oJ51ypx1hGwrurLTI+CXsQY5feCsGY3RDuRL4tux7GZp9JyjX3e9cl5WeU7aqU9qVWaNMs1f6n6GnM0o8+A07qPhpA5MV8pluA17dyxXwt6b3Xw9oV5z20z49f9Z2u1olrw41W0looz1PPNzqNmMuVfJNd0kJdlXeAfIptcebYRj0c21Bj1y92KmvR53fdYxN3MLv+N83eBsqK5bYD66LAQTmYFo9RFYUdd7k2IPhk7GlBndqSIExXa6D85ClSz7hne5+dCzeNPyW3jcYcNQnW7YuiJSjgghldPEMvuGV5v7vb4HKKxiKkeyVRl1r75QM6QDxptuD0toBewMzI5FTWHzsZf+OFJVZ5abdRXVntfMFvCRFJeRa49RUsDJ+YIZyqgoSwLtX1HoHll6p5m3vI9tW0ZH7GSCYpGuQ6KUTB7zWygTHQAfybfhNWxUhGpRZVYDmRDl9kljXiqjqMJGBzqE2jq09hHQVetGSgnVOdup+uHMig68ejLXbMc2O4X+s3qq9GQrkk6o2VF7tiaG/3eIjsG1lN/kpbz+6Nt4LA67ULciUgRVMnlZP+gokobNucG2nheSENsQRpmafb5W5H0XYma03/maeamMoiW3xbMdQvQe1uSTmyuA9ygFMF+83kLTBsY5/AUP5jZ36g4CUQr9zr2MdZ9+vmHSNMMLFUGZ1FpxDAc9/dHA+05ycwnw5uhj1YrI3P9T5ppQEu24DA/+2uG51ot01Mw0Mnn1hjr30C7cIdIz5ayo4vRRRk6PHRdCvAn4U+BFRNsLRqSUXe13Cexj8MlKL5FSfj/+XQAbgXOBZcD3gHdLKX+QM/9xYO/avbezaNyufEKPfnVsQUDb9Pj2CS+DzdsK55mPuhRQhgnytAle9K+bvNbeTPR9SnVtRM2LzVznqpz+N2/NPCfU/7fVp20k3KPNce1vF84vD7XMeOgrnDTu3/MiZ2VkQ0XBnmJ0oOMP0V9VYeo2Z31Z+e3r7OeEiUehxMeOPwV8lmjLwBcSznmNlPLOhN/OB94BvAL4KfBh4HYhxDFSytxPGNNj0+noj3QOEanZJoLmesE0ROr1dR3cg5/mxaZ4ylZIZsy7DBPkGVFkjHAzj8HNxkUbW1pEdjUjKxJdOWnhN8+CcNrvyoQ3xeJZ9+Li5p5p412VQ28r03R6MF5yEFKdvGtCvijl0+1Gn7vdweM2xmNfyhC06A1F2wgZ1WHwvS9TRZwSkvrPyOkhWTj2k3+So3C69VLK2wGEEOucc4p4N3CFNlP6EHAO8LvADebJQgjT9jUG0ZrRIotZTu2e17E9BjsEUQy26CavOusBtnAU7jGLk8ia/ZQ9K9L3P+WJedeBMyfoJHjTFSHk/gdzUysMzjiKKtKk66d76Sbk0VbyyFt1LhNaEJ4yF8ZVZ9mlxcrlsH1nmHQrdzywoJSQUkRZM6POvsF4gNCPAj8XMSOTqMFV0X1Q5jV69HBb/lCBMsrJjbESeQT4nJTyOgAhxDKiEFezc38pZVcIcS9wAhZlBFwEXGwe3MlBiEgvVc6wO+c4bXo8Uz7KE+IZBVIuEi+5KDYxcHA9P3wFzzz55+yeChOtexgtekZXc3ho94aO+dDttmi3ewPvoZneNzpbXkWr3aXXbXPQih3B83PBNAGqjvfn257Jc1/8BNvu9Uu3LvObIk3Z5DHRrVgbxRTRmfB6IGY6tgCqZpQO9zSHY2qGZnRqml7CgmK7V78yOgP4JtGa0RnAXwkh2lLKz9HfiG22vKdI3qT9EeBj2vcxYHuXFiLnCDzJf76cR5a7BNCH7FjIZaLHvCvIGpieWkyv25rt0IHZTj1kB9/rtmm1u7Pp2zp533TVu0257Q9QfjONmVjJFjGhgP1BkL5pmczcCZPPhV05jei680Ed5J315OKFw1ELkjr5Ip1+uxe3l1ZrNo2lU7vptVu0ur3EDj+LxftmmB6LBrUtIxx6q7ufXnsRra67o4GZjo3ePve0giojKeU/al+/LoS4CngL8Dn6vfRBxmUHk/AcbynlDFpvHfk/wHRvMSLD9KEz3Y0bvXZTVYdTdFQ9wPUj8LYss1ZdM6CkgKsBRGAt7N0T7bXqdVv0DOWQ1MH7YqalvodQGAPsG4V2F9o96LagW85QP6/rsI45mjaVUShT3o5lS3jmTXvgtennmbOgKmZFSes+IRRRtwusgdFeZJKLlEJvVjm06RkdfAAnhzi9vqLo0eru91YYrW6kkPTvvXb03u7BFPsZnYpEO8B4boD9HpbMskVmPyAApJQ7hRAPAy8GvgUghGgDa7Cb6BLZvWMpYsrdWaDXbQ2MovXvITrLRWc+TevJcWbWTMIW5V1Xpfdb1qZb81ig23/ODDNP9ie3Q02nykct6UtdQVBP8zHyCMg4e2dHx0VRHZoaVYfg6f+wiBWn7Gfbpuh7GTHg0khzNggyA7IwuRZmzobJbbrlYn//vXSZjvMy83GUvbSh79g+41hRcdHKKsqeGQkhWkRlV0b80VihTBMpFQF8n6gmfwd4D5GvmeKzwPlCiH8CfgZ8kKin/opLObr7FoPwcyEeGD13W9EtVwoqhCkG4E7g13UTXFWznzoeNdGFPRPZjaRKs41HQ3BCr+YA/2vi6ajAYcwm0eh38b79s6PgIHw5WkPZ9Xj0tcr1IFMRBTPDpeX3Fhh5mvQOuqonMfQoYZCVkBcF81HXVWCmewvwl9p3ZUn+baJ9R5cDz46L9AhwoZTyGu38K+Lz7iRaYPkucKaLWzcAvVZkQgmFMr90Rf9YWw5+z50Wca3OldlQBfn7dv5lNDA9rbblWE1rGWkohdHq7g9iLlFpqHeh/WfZHvzuxPUws37hzoYG0j8VvJzmzA49hHzrCqkHs8vlPeOcUIRwFvRIw2nTa92oTa9s2guMM+tQZ970ov2yLb0xok43b7ptYAOwaRvhlVJel+uyUBXTgfccBq8umJSpNGxKpAjm/QzZUQRA/obol0XJWuhy2eq5B4w65tWGbUeHVUh59/yUSVerg8k/B9YXTRD7Mm3I+6qUUYtBxWR+r4HOPphYB5S46XVusLMTlVyNyMuseCU8T3tcewlw7oTftZkYCu74+H2Mcu9qFzgxzrs7Asd3INBelFKZsnyeI9tFOrpdoEf5cq13iG42CQAmXgKhn3phHa61gGOIFGbJPdXIC/qfO8cwP2R6DtM5AGZGBxNuZ2lDQ0NDQ7ksl1I+lefE+aaMBHA48AtgOeUvVc93xoiUd1NX+WjqKz9NXblxINbXGLBD5lQy88pMJ6WUQgi1aXZfXlvkgYral0VTV7lo6is/TV25cYDWl9P/XFRWKRoaGhoaGvLSKKOGhoaGhtqZj8qoS+SnNgeccuc8TV250dRXfpq6cqOprwzmlQNDQ0NDQ8PCZD7OjBoaGhoaFhiNMmpoaGhoqJ1GGTU0NDQ01E6jjBoaGhoaamfeKCMRcYkQ4hdCiKeFEP8ihDiu7nLVgRDiTUKIfxVC7BJCyPgxHvrvx8f183RcXxuFtuvuQKpLIcRlQojvx3X1SyHEzUKIZxvnPEcI8TUhxG4hxJNCiKuFGHxGiRDiT4UQDwsh9goh7hFC/Fa1/6QahBAXCyF+JoTYGdfF7UKINcY5jXxZEEJ8JW6PZ2jH1sXyslcI8ZAQ4l3GNaNCiM/Edb07lsNnD6e+8Jk3ygg4H3gH8ArgEODfgduFEEtqLVU9PEX0bKj3mD8IIZYCtxPVzyFE9XWOce6BVJcSeBvR/zw2/v5V9aMQYhHwNaJQLSuB3wR+C/i4ds7vAR8F3kr0pOIvED3JeCF2Gn8NrJVSLgN+DbiDSDZa0MhXEkKI/wRMGMeeC/w9kbwcRCSHlwkhflc77S+A04nkbiWRHN4ay+WBhZRyXryAh4DztO9t4AngLXWXrcY6WUfUuba1Y28FHjeOnQf8rKlLCdFDICVwcPz9ZUQPnzpEO+csoljrY/H3/wN80kjnXuBDdf+fkutqlEjJSOCZjXwl1tMq4OfAc+K6OiM+fjFwr3HuJ4F/jD+PEcU/P0v7/ZBYHk+v+39V/ZoX2lcIsQxYDXxbHZNSdok6hBNqKtZcZQ1RA9A3130HOFIIMdnUJeuBR2Q/kvAa4EEp5ZPaOd8hGuU+Xzvn2wzyHRZofQkh/mMcA3If0cj9k1LKJ+KfG/nSiM2T/wu4VEr5c+PnLLk5BhhnsK6eJFLmC66uspgvgVIn4/cdxvGntN8aIiax15P6Tdn2D7i6jG35FwNv0A5n1VfaOUeGLuNcQEr598BBQojlRDOhLdrPjXwN8i6i4AHXWn6bBH5iHNProenXNOaLMtoVvx9kHD8Y2FpxWeY6u4jMBjoHa7+pzuKAqkshxKuBG4GzpZTf0H7ahb0u1G9p5+xiASOl3C6EuAp4SgjxEynlfTTyNYsQ4nnAh4BTEk7Jkhu9X+sknHPAMC/MdFLKncDDwIvVsdiDbA3R9L+hz2bgBMPDbi2RKWrXgViXQog/Av4K+AMp5VeMnzcDRwghVmjH1hLZ8n+infNi47q1LND6MlhE9CDWo+PvjXz1OR1YAXwv9oZTpt4vCSGuJVtu/h+REtLr6hAiM+dCq6ts6l60yvsC3k+0SHgckZ31I0QjrSV1l62GumgRLX6uJ1owfUb8fRGwFPhlXD/jcX39HHjvgViXwAYis4d1QTius/uB6+O6ew5RJ/Ip7ZzfIzKlnA4sJjLN7AGeXff/K6G+zgMOiz8/E7g2/u/Pio818tX/nxNEs0T9JYE3ET1E77lEg5p3xXJzelyXr9fS+Ewsb8+J6/Z/x98X1f3/Kq/PugvgcOMF8OfAr+Ib/C/AC+suV0118bZY6M3Xuvj344F/jevpV8BG4qC4B1pdxvUyEysP/XW6do5ywd0DbAOuBkaNdDYAjxCNZO8BXlb3fyupvr4GPEbkTfhL4FYiV2/9nEa+0uXtDO37OqJZTodoxvhu4/zRWCFti+Xv71mAg5w8ryZqd0NDQ0ND7cyLNaOGhoaGhoVNo4waGhoaGmqnUUYNDQ0NDbXTKKOGhoaGhtpplFFDQ0NDQ+00yqihoaGhoXYaZdTQ0DlZhh4AAAAuSURBVNDQUDuNMmpoaGhoqJ1GGTU0NDQ01E6jjBoaGhoaaqdRRg0NDQ0NtfP/ASAVYgg5PN8wAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.imshow(\n", " np.hstack([\n", " heatmap.draw()[0],\n", " heatmap.invert().draw()[0]\n", " ])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pad Heatmaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When padding images, it is usually sensible to also pad the corresponding heatmap. That is done using `HeatmapsOnImage.pad()` and `HeatmapsOnImage.pad_to_aspect_ratio()`. Both support various padding modes, similar to `numpy.pad()`. The below example pads a heatmap using `HeatmapsOnImage.pad()` with pad modes `constant` (fill all new pixels with a constant value), `edge` (fill all new pixels with the value of the closest edge) and `maximum` (fill all new pixels with the maximum of the axis)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original:\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Original:\")\n", "ia.imshow(heatmap.draw()[0])\n", "\n", "print(\"Padded with (left) mode=constant, (middle) mode=edge, (right) mode=maximum:\")\n", "ia.imshow(\n", " np.hstack([\n", " heatmap.pad(top=20, left=50, mode=\"constant\", cval=0.5).draw()[0],\n", " heatmap.pad(top=20, left=50, mode=\"edge\").draw()[0],\n", " heatmap.pad(top=20, left=50, mode=\"maximum\").draw()[0]\n", " ])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The method `pad_to_aspect_ratio()` has very similar argument, but expects a `width/height` ratio instead of pixel amounts to pad per side." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aspect ratio = 1.0:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Aspect ratio = 4.0:\n" ] }, { "data": { "image/png": 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vYMgbrr5uNtKOf0ceshxQEwuNLCBiVJH4EKIEdc1BcuEroVyA8OSTSKB+1oii6Q8aUAoLQ2/9cwZHMonutx6qNLBl7EEnAP+hQsTSJjhmPPIBSRMhwxBmQuRF4kOIEtTRmTEN2KVu4HGLCWVPsu43waF4KGP5yAp27q/P0c/KkcrR2bvamugNiovHCYbfzdKPUBDJ4iFGHYkPIQImCnzSQoF1U44JzxsDtr4K+MX0ESCLGTTna78pyMq8/6b5a6SlfWjBdOEf3/uiTHfVuhx462Y9sGWEhUdC6IAqASJGGVnlhAgo3qTmJ+kqmAOuuvU8MN9g7o9MKRL8e9pLOTnPn+tlI/C9nFe4MU4jTXAk65PkD3e1mJOu+QbXYKkjNYqGO88iLMUqnLAMREdC4oB6/4BhuEKMAhIfQgSEf4o6GsW0eUGeWJKL/x0uFyFNxBxKFF59EOHsK4kIGfPWywkPP8U1pMfpSGRPVdJ+w4S8wuT5DUcsbYojx+HbBeeCEaJtJD6ECEiaX3+w6gTlBUgoXtbE62ddcy0XciJwlHd0mVySjgzf2uH7gowRCYZ1wENke1f4wiNLBlScGu6CBziehSv27zTvxG1F8H/DZHnQHUwAm5aRxSON9ZQOhC9EK0h8CBFw8ID9VRvHvXaJ1Ulq4d6iHBqn+DjpAsTniHhfKEI2EnWn+NfkW2O6FA/97suu5Ps7HH8D3Pu27LNCi0idD6m0kGt+KU0CE8tceAAcGt/DlCwgYkSR+BAiIO3NOGwQq3YPdIH7zwM4hnreUceIms4pb91v+P07GCMSIVlXFqYLxT1h0oRHzLMHWx9Ciwikh6YvQ9r5Y8BEZ3Tid9TF5DjM9YD5YV+JEItZYX81IaqT1TBmjSUpS/1/vgki8RHOxxI6ocJSbwt/X+h/MmjETCgwQq8Kv+Q2cuGpWzmbrYU7cMLIJlXodqA3v7C80kSHz8Rq4MlhX4UQi1nBfzkhytFvzoyQQWb8ftwPsPVI2HpvgRyhf8fPxnjfIxn7E7KuMrQ5TLC4REKLRtp5/UpggquuvIzfZCsb9+9zWA4SwTDXq1c8zPWgp3GqQjSKxIcQARMFRzns9ZDoLm4IBzWKR87Af7nsg3xk68sL5jbI4yQZoRJaOxJC8ZBl0xljwZ8ktGpUsD9c4nh+EYWXgcW3Nhb7N7jewrYqjHk+H3MzML2neppCiMVIfAgRMLG6/Lnd7oLgyNOtsIpBHoFpYiPP3/YQYFtKOpAdvTRM+xDSRUbVTo9t2AEw8Nbz0gHmwRpwFB3bH8aS4p+Bubj7YjkJkpXcpSSWL6qWQgSs2Z/q/4y4QVz0HTA2CR/64oVcy+n0H2ha9mKqjE7pd0xVprEHvo772WNhf1LLpjBpQUPqfrrtD2OHRPmMDUq/BzwJbgdMzwy3G2c5CSWx7yDxIUTIOPVGuuo3T9sFyUJTg0vzkOa50jSTTP1wjMmj56Ihx3UE9uhXznUFDul46fQTTePA/mCHRHFdlpA4gM4AO6Iuo51yChX7EBIfQoQkjpAZFotK+ONG976tt/k3HCQ02pphpcsB3Xtw3/0FeCNRY+0PB61S7mlWkHHqEyBpU98UHQfsd+39LBgLUVaA6P6nWMouUicwfuwxda+I5YWqqxAha+PvpMskWYZ6BUmZOd9KkxbrM21/3fQfcWM/9wM48Nm44yza5DfidRqDQoFQlxBJo09XWyHSRgNlXPOgwHh8puK1CFEzEh9ChPiOi1muF3U0Xr4JvxHaFBkhSQvfr6Di7dsfwM5wuFttcZdGYg2pS+x1UpabKv8KTst90RNbrBBUlYUI6TdqousdU1WAdKm/W2eoE9P75oWC/RBv+1c4laVv+3X43eah6SdhE913dU+EI0SLqMoKEXJAgWObiPVdmLrifpYhzQGiDBPY5/4F988vgBsGZNdEY5tjdFJuskbe1C0W2uxKEqJmVFWFCCliMq/aWP2k5HlLaFt4NPHomGLq2DEmx/s4xCbWoiYaW3+0TBkn0rS0/OUmxIGf3gqYEE/sO0h8CBFS9CHeb4jnIJ5d5OBhdqnA0ine6mYjB/zVLO5J6+9BmVxGU34VsOBzUnea0KwYSWgjDyEqUKhamtmZwLnAC4B1wJhzruftPwa4FngxsAP4CHC5c87F+w3YCryVyLj9DeAc59y3Kt+JEHVRR6OT95818LhhxOBIo6XW7DX38u/uAJ5+4Y5y5xe9tLRRNf26TOokdKity7nW/6kS3yQhRoyif6cngA8TRY7+mL/DzNYBtwM3AacRzdl9G5EIeX982AXAW+L93wMuBW43s+c653aVuwUhaqaIz0ce+v3LFgmdLN+Ntkeo9LvgJl+jx4D1/Ix9GXfpL+QXgWmCIdleJ3UOvW5T5MjyIUaQQtXSOXc7gJltSdl9BtHf8N2xNeQ+M3sf8N9ZEB/nAFc75+6L03k3cDbwWuDjYYJmNhZcY5OGViEimoy/ETZUe/PpN99KGwzLYzGcsA5gEjYDP8iZRDhqqKq/xqC80pbrSKvHQrTXOtJPqH1ElRDVqfOvuRm42++GAb4GHG5mk0RB/DYBdyU7nXM9M7sbeCEp4gO4GLisxmsUYjDJG3edIxKyGsQODMdZNO1ihvmKvLgM7JincN/eL78VKmvQTZ0N+HzGdqiny6QTfIOsFmLFUmfVngS2B9ue8PbFIQxTj5kknSuB93rrq0kNLixEjSQNXpNv0EmajbyVho6haf4aTbdqoaAqOBT4iG3YmQ53otXfDQbNlHuTxiOJELHCqLNKTwGHBdsO8vYl4uPAlGO2kYJzbg7PHhv5qwrRMEnnXt5JxOrIqzJpLV9dMTjy0s85toR158/+lf92y3v50CcvrHJRg6nTOtJ0fQEJEbEiqLMa3wP8ppl1va6XY4EfOOemAMzsQeAlwFfi9S5Rd01al4sQwyErvHraelVqbaSG0So16Rw7ybXP+B986LqaxUdoCKrTWuH7bIT51UWWYUuIZUTRobYdoqfLqnjTeCwgZoG/AH4fuNzMrgCeQzS65QNeEh8GLjCzLwDfBy4helXStEdidAjN/GG/vv8dHlOUUkHG0kJbDoMWfFUefnjxRH9N0la3SVMRWhOamI1ZiJop+hd4E/DH3noyPPblzrk7zew04DrgMaKulhtYGOkCcDVRfJA7iPw8vg6crmG2YqTIGuJZZwTMhINhsD9E2CpmLTfNcEbivPGXP8Ynvvif6y33kERMdlksMKuQphG7NB+JVGMCxTLA4vhfywIzmwB2w0UMP9qjWKm4z19e/KS0GBB5mAE77f+SXZ/7CY+2GObcMcCBh+H+1rIjhNY5V0qSrr/eFHVe+4AYJPZzGjQommQOeA/AGufcdJ4z1FsoREjW2KtBhMNqc/+7HgcOTUls0HJd+LE2sgRG08Kjj8DZ/gh2usN9xbKFXRPaLE2MNN1lUjfD7JUTog8SH0KEVDFbp41kHfgvS4RH2Nq1xRCtGqnXkHI92x/glT//af7m317XP5mkS6POyKPhKJaanpquC9aLvmHxcq3oKS9GEFVLIUKa6JPv+0+bAHxL5aC/5U4i16k6GMtYbgPf2jEXbA9Zw23rzojc1AdQuTHvd06wr1fBajHfhU4n/u6xSCzN1/Rknu/uR6f3VD2JCVEjEh9ChOxP4/+MRY3i6w+DTz2Q88wxIl/uKSKLSZ4L9RvzNqwcecREuC/HNe16gD37Rw1qP+a7HTq9+UXL893m+jZ6nebSnq+jIjbt4CpECSQ+hAhwqxfeaLuxE1+VN1zw3m7TOBP4VN6UprzlR4CNwX6/4U9r0Nt0Hq07jzV0erB7/1UDj/QFQbKcNOQdevU06gHzDTpvNJm2EMNA4kOIgBnvTXF2dWS2HvS2nYcsU/pZr/soN/MiYH2OVEIF8xPgEG89j7BoUnj4loz6Rc7OA1YzW/FVfpbB4mUQPTp0UyZ76dUkEubp0PHS99clRMRKQOJDiICd+6/d+4DvMJ9qtq6zAbhh5m3cvHke7snT9TIVrM+xMFqmSGM/Hac1TSR6ig7xyZNP/SLnFfwdn+TXKlku2m7I684jFD51CR4h2kTiQ4gA/804reGo/WE/vg5uBI4tO45zmqgLJhyu2+9Yn8eJhMJEn/P8kSjJd5sOqtEwlG++60Q675tnmjWVUgt/1+Q37TJf6+87T7eRbp55urKAiGWNxIcQATMZZvmkIUlbL9u4zNNhlnHe/uI/4HpOZmnXi+/D0W9C5+l4f1bXzSMsHlGTtv9QFgsQP+9EbAxjSK43fvlqeOx9G4BmfDeSRr3DfC2Ne5RWp3GhkFhDZAURywWJDyECduYYxpomRGChQSzaMP4O7+f6t70TbniA7NEig+J/TBH9pdO6UPIEHXwE2BTk2bZ1YxBT7GRdatnXRZpQqEuM9MujzrRDfxEhRg2JDyEC+jVm/oN8llWsYnbv9mhfZDUp+ra7nQN52vU/5Kc39Mi2MKyjv/WDeP9Exvl5SIu22gb5H0WzrKITlG1TDWwbFguot7uniZE8QtSNaqkQAbv7+j4sppdxbNKQFLGCXM6lnMPFufPOZhvRENxEgOSaaiFmiki8lI0xX4Ry8cpnWNXoSJOQNhrzWcYbcYINrSBCjAoSH0IE7KohemjaiIRkPauRfC7fhWuPhPMezki1iDVjG1EXyhSDrSUhUzQjPtIeN8UfQTtZt7csk+6QtGGpWb47ddBUzJAmRuKo20WMIhIfQgTMxGNrqzYs4bn+elqDMMs4p577WT533oszUsxvkYkYIwrFXpS6ul2amYltlnHm+7zNLxomHWwrS5oo6DAfdwHV6w+SpOnnKwEhVhoSH0IEhP4bbfLr/DmfI0t8FGWKxY6reTiU4v4iWdO/+vvqw2+c+xE22HUIkLT1OoRBmjUssZbNsEp+HGLFoRotRMBuL4ZE1aG0IeGbbNiIrhtoqQgnoetHGJAsD2W6W9oRHQkzjC8a7VKEcJRSGWYZZxUze9OLvhd+zzrEyGzwLcuHWGlIfAgRMJ3SvdGEM2MYJ6RDj52shQ2HwaNZfh+HEQ2JzSMsijiaQrnulvAR0vQjZbKQQ3BT7GbNkt8u7FZr0oFUYkQsdyQ+hAhIe7MOG5ZVzNQSZdI/f+/yHcDmtAiiyfo68omPyZzHQXqI9TSfjfp9OPoTlMEpMM5srlgseajWmK/KWF5IuwxZ88Yk+9KEsLplxHJDNVaIgCi8+uLGJGwQkhEXTUSWvOQFF3EF58RrfljzRJAMCi0+ycJcL3nFx8Ep28LuiUR4tC1APPYQ+0BUb9iT36xHJ9V6UddIljJWkNnBhyxJuz8uZ4pCtIPEhxABuzMa97D/vQ7Bkdb1AnC428EPbBXZkUY3kR0yPXEyHSMSIeFcLj5Hxt95HgXd4LtucsyE+w54jA21DkNNLB89Oowzywyr4u+1NeWxIGyaCAmfjzL+P0I0h8SHEAFZ4iMPZRrFtK6X1/Mprlp7GezKEg5jRP4fc0QxPRLBsZ7FVozJ+PMgS0e+JPPAtOMoms1YxnIKGyLLlB/EDeqzUuyOu9L8OV6qkvymSWTWup1TQ/p12wgxKkh8CBGQt0HIMqfX0aCsYhZuAl4/6MgxFuZj6UdyzG4ioTHB4rghbT8KyoV/P+rkb8ZzuyxuXOt26kzSqztQmW8t832LmpggT4hRRjVUiICizox+wxeKkSoOjee97iqu5c2Fz1tM6KPRRth0WDw5Xn2T0z2H78cjTbJ9KJoaEVJnqPLw2vyIrJqdVuwLSHwIEVD3UM6yDUkkgnYz2ME0ZFh/63A23voZZyZ2CE4n6XJoqjvD/25iNt1INBVLNytmTJJev/ISYlhIfAgRULZRyZpjJJn91jfn52cT8JMCx/vRRpt2EA2ZC5brs3gk9AswthDwa7ETb72hz5shqSu7mdjrdZI4wQqxEpH4ECJgZ02jHHySENlJozgbzx8ziAP2PMKO1dNE1o8if9cm/9o5RqU0RB6rVJp4XC5BufwuIwUTEysZiQ8hAubpLpowrN5IlcVM4C8b/zK3dc+AXjLqZYgxNoDsob9tMJ1btGVNBAc0MhlcXcwwzjgzjcSPEWKUkPgQIiAZyhn6D8zkbPhq52rgHXNEf9dhjEqp33G0GMk9TxTyXwhyeRU7AAALbklEQVS7LfzGvCm/jTpI6tmgWZCFWM4U+ueZ2ZnAucALiGI8jznnet5+B+yBRZ5PL3XO3RfvN2Ar8FbgAOAbwDnOuW9VuAchamU7B/bdX1ccBf/tNkkvzafhuPO/yF03nQz3PFY5z8H4EVXbtnKk+at4nDhZW1j1hRljx2sNAFbniJisNMNh3XXnJ0QbFP2nPQF8mChAwMcyjnmVc+6OjH0XAG8BTgO+B1wK3G5mz3XO7Sp4LUI0Qj9TdzKj6cLbabW++XD20iRNv1GZhUiyv6ZUFjkZhlXDHwbc85YzHkun1Gt98rtwyjkDL8avC+Hw6zqG0WbNyFtlll8hhkUh8eGcux3AzLaUzO8c4GrPEvJu4GzgtcDHw4PNbCy4xtUl8xUiN/38CubpMB0PfU0amhlWNRJR0ndSPezV9/Pw3oikVUmzbmQd0xT+SJw8fizTcPqaRdFNk1DoVclq1MsQCosk7dn5cTqdhWG0Za0s4Tnz8x06nXlm5xfX2fleh05XFhExujTR4XlzLBoeAq53zn0UwMwOIBo3eFdyoHOuZ2Z3Ay8kRXwAFwOXNXCNQmQyqNulTZLGrMs8bDgYHi3b9ZImJtq0dvR71OR4DD39YJ52/A/ZObPQ7TJdIQz+UhZEzHxvQUD0eh3GV88u2laGXq9Dtzu/6Ltu5ntLy7HT7aVuF2LY1F0rTwG+TOTzcQrwp2bWdc5dz0Joxe3BOU+QHXbxSuC93vpq4PH6LleIpRQ1i6fNhFr3BGLzdOHrc7BpkvyThPkWjmFQ4wy4m2F2ZhXzvc7ABrxq4z7f69LpLlhCdm5fR6c7X8maMLdnFWOrZ/em74uZp3od9uvO81QDgmROAcbEiFKr+HDOfd5b/Rsz+yDwJuB6Fp6Y4WvlQUQzY6Wll8wjDkDkrypEs4Qm7DwkjUmn24kbqc7ebVXfmhPWbtjOrpueBr89qEEPLRrD8ueoix4cC7t3RZaO+V6H+UAM+GVcRyCwJL1EGMz3OjwVf0rR6zC3Z9WidbrzsCeqa0+tnom2AchSIfYBmq7lTwEG4JzbYWYPAi8BvgJgZl1gM+ldLkIMhd27JkqbqsO346wGsiz7nf4knUcnmNuQZs1oQ2QUnQG3hkfMYZNw9hxzjy4YSJ8Kvptkbx6+b6xfDLnpIwr3BO5sVV1Qhh0ORogBFB1q2yH6xyQSfjwWELNEIsKA+4j+r78MvIPITz/hw8AFZvYF4PvAJUSWjc+UvwUh6mXPrjWVzODheU/tWRW95dZkAYkaw6T7pe1Io6HwaKGVOxvYNVa9Qa6Kf6vJ4Jwm84KSIidIQ4gRpOhT403AH3vryfDYlxPF/bgKeAZRtX8IuMg5d4N3/NXxcXcQPT2/DpyuYbZipEjM63Wav5O0el7XYdctXs+dFvBnwJltCY9+1o4WXq+3EEUPKkNla0VKemGayXZSloUQqRQdansTcFOfQ/5ywPmOKLbHpUXyFaJVHo0b9B6Ri3PaW2gtL/y2OL3VRI1snnQ3AV8/GM4D/jmvA2oespxE27bhJwUzDb01S93UiyYVCo86hEhaHmF+decjxAphmfYKDst7X+wT7JqOvudZeONuMmRC0jg9WeLcy4E31m39SEmvCzwvXq5/3r3F9IAXJQJwDHZMN5xhTcykLM+kHTgM9MwUTVK8fllkjFgemNlBaKitEEIIMYqsd849kefA5SY+DHg68CNgPeV7gvcVkrgoKqt8qLzyo7IqhsorPyqrYoxKea0GtrucomJZdbs455yZJb2/e5xzy8QeOxy8uCgqqxyovPKjsiqGyis/KqtijFB5Fcp7v6auQgghhBAiDYkPIYQQQrTKchQfPSIffw1gG4zKqhgqr/yorIqh8sqPyqoYy7K8lpXDqRBCCCGWP8vR8iGEEEKIZYzEhxBCCCFaReJDCCGEEK0i8SGEEEKIVlk24sMiLjezH5nZk2b2JTM7etjXNQzM7Ewz+wczmzIzZ2bdYP8xcfk8GZfXVvMi0exLZWlmv29m98Vl9WMzu8XMnhEc80wz+ysz22lmj5rZtWa2KjjmXDN70Mx2m9k3zeyX2r2TdjCzy8zs+2a2Iy6L281sc3CM6lcKZvaZ+P94irdtS1xfdpvZA2b29uCccTO7Li7rnXE9fMbS1Jc/cT2ZN7Nd3ucWb7/qVYCZvdTMvhDXje1m9mUz2y/et7zLyzm3LD7Au4B/A54PTAD/G9gGrB32tQ2hLE4DfgN4C+CArrdvHfDjuHwm4vJ6GPidfbEs43t7MbAKOBD4BHCPt38/4F7gT4BJ4Fnx+ge9Y34N2AGcHKdzLrALeMaw76+B8noucFC8vAr4XeARoKP61bfcfgu4Pf4/nhJvexbRdIHnxmV5clyPXuudd11c354V178/Ae4G9hv2PTVQRluBf8zYp3q1tExeSjSf828Ba4gikh8P2Eoor6FfQIEf4gHgfG+9C/wUeNOwr22IZbKFpeLjzcBPgm3nA99XWTqAzXGZJQ3syURTMm7wjnl13Gisjtf/Hnh/kM7dwLuHfT8Nl9U48I64vJ6m+pVZTocBPwSeGYiPy4C7g2PfD3w+Xl4N7AZe7e3fENfHk4Z9Xw2UUz/xoXq1tEz+AbhmpZbXsuh2MbMDgE3AXck251yPqAF44ZAua1TZTPTA8wPOfA043MwmVZacCjzkFmZe3Az8wDn3qHfM14jeNH7OO+YuFvM1Vmh5mdl/tGgOpT3AHxAJr5/Gu1W/PGIz9x8BVzjnfhjsHlRvnkv0RuqX1aNEjcaKK6uYF5rZT83sITP7hJk9O96ueuVhZmuAlwHzZnaXmT1mZt8ws9fFhyz78loW4oPIHAmRCcrnCW+fiJgkvZySfftsWcZ98ZcBb/M2DyqvfsesyPJyzv21c+5A4GCibpeveLtVvxbzdqJgjR9J2Teo3uxrZfUp4HnAIUQNqwPuMLO1qF6FrCdqn99M1G13KHAlcIuZvZQVUF7LZVbbqfj7wGD7QUR9WGKBKSIzsM9B3r7EIWmfKksz+xXgZuAs59zferumSC+LZF+/Y6ZYwTjnHjezDwJPmNl3nXP/gurXXszsOcC7gV/MOGRQvfGfa9MZx6wYnHPf8la3mdlbiHxgXobqVcjO+Psm59zX4uW/MLO/B17DCiivZWH5cM7tAB4EXpJss2iEx2YiM5JY4B4i06YvLI8l6lqY2hfL0sx+E/hT4Nedc58Jdt8DPNvMDva2HUvUF/9d75iXBOcdywotr4D9gDHgyHhd9WuBk4isQ9+IR6skXXefNrOPMLje/D8i0eGX1QYic/lKK6s0XPwxVK8WEd/v94nKJ43lX17Ddjop4HzzLiKnrqOJ+kmvZIQ8d1suiw6Rs9qpRJVz/3h9Pxa8oK+My+nouNzeuS+WJXAekakx1YGPhdEuN8Vl90yiP/Yfesf8GpH58iSiUQtvZ+WOdjkfODRefhrwkfjefybepvq1cJ9riN4+/Y8DziQymz+LSMS+Pa43J8VleYaXxnVxfXtmXLb/J15fiaNd3kDs2E3UjfAnRA3kOtWr1PI6H/h3IsGwH/CrRH5Yx6+E8hr6BRT4IQz4vfjH2A18CXj+sK9rSGXx2yy8NfifLfH+Y4g8pXfH5bWVeBLBfa0s43KZIxIL/uck75hnAX8db38MuBYYD9I5D3iI6E31m8DJw763hsrrr4iG1j4ZP9xuBY4NjlH96l/fTvHWtxC9aU7HDe05wfHjRALksbj+/TUrUNTG93or0WiL3XEjeAtwhOpV3zL7X0TDZXfGzx1/ZNSyLi/NaiuEEEKIVlkWPh9CCCGEWDlIfAghhBCiVSQ+hBBCCNEqEh9CCCGEaBWJDyGEEEK0isSHEEIIIVpF4kMIIYQQrSLxIYQQQohWkfgQQgghRKtIfAghhBCiVSQ+hBBCCNEq/x9wVJyezjWAuAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Aspect ratio = 1.0:\")\n", "ia.imshow(heatmap.pad_to_aspect_ratio(1.0, mode=\"constant\", cval=0).draw()[0])\n", "\n", "print(\"Aspect ratio = 4.0:\")\n", "ia.imshow(heatmap.pad_to_aspect_ratio(4.0, mode=\"constant\", cval=0).draw()[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that both padding methods pad in `[0.0, 1.0]` space, even when the original input array used a different value range. Hence, if a `cval` is used, it needs to also be within `[0.0, 1.0]` value range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Heatmap from an Array with Value Range outside of 0.0 to 1.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen further above how to create a `HeatmapsOnImage` instance from a numpy array with values in the range 0.0 to 1.0. The class constructor however also accepts arrays with value ranges beyond that constraint. The only condition is that the value range is explicitly defined via `HeatmapsOnImage(..., min_value=, max_value=)`. `HeatmapsOnImage` will then internally convert the heatmap to `[0.0, 1.0]` and unnormalize whenever `get_arr()` is called." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "heatmap_arr min/max: -1.0 20.0\n", "heatmap.arr_0to1 min/max: 0.0 1.0\n", "heatmap.get_arr() min/max: -1.0 20.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A simple squared heatmap with values outside the range [0.0, 1.0]\n", "heatmap_arr = np.zeros((32, 32), dtype=np.float32)\n", "heatmap_arr[:-10, :] = -1.0\n", "heatmap_arr[-10:, :] = -1.0\n", "heatmap_arr[10:-10, 10:-10] = 10.0\n", "heatmap_arr[12:-12, 12:-12] = 20.0\n", "print(\"heatmap_arr min/max: \", np.min(heatmap_arr), np.max(heatmap_arr))\n", "\n", "# Create a heatmap instance from the array\n", "heatmap = HeatmapsOnImage(heatmap_arr, min_value=-1.0, max_value=20.0, shape=(32, 32, 3))\n", "\n", "# Show min and max values.\n", "# Note that arr_0to1 is the internal representation and normalized to [0.0, 1.0],\n", "# while the array returned by get_arr() is not normalized.\n", "print(\"heatmap.arr_0to1 min/max: \", np.min(heatmap.arr_0to1), np.max(heatmap.arr_0to1))\n", "print(\"heatmap.get_arr() min/max:\", np.min(heatmap.get_arr()), np.max(heatmap.get_arr()))\n", "\n", "ia.imshow(heatmap.draw()[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the array values are projected to `[0.0, 1.0]` in float32, the minimum and maximum values should not be picked arbitrarily low/high, as that could cause numeric issues related to the limited accuracy of float32." ] } ], "metadata": { "kernelspec": { "display_name": "Python (imgaug37)", "language": "python", "name": "imgaug37" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }