{ "cells": [ { "cell_type": "markdown", "metadata": { "hide_input": false }, "source": [ "## Computer Vision Interpret" ] }, { "cell_type": "markdown", "metadata": { "hide_input": false }, "source": [ "[`vision.interpret`](/vision.interpret.html#vision.interpret) is the module that implements custom [`Interpretation`](/train.html#Interpretation) classes for different vision tasks by inheriting from it." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide_input": true }, "outputs": [], "source": [ "from fastai.gen_doc.nbdoc import *\n", "from fastai.vision import *\n", "from fastai.vision.interpret import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class SegmentationInterpretation[source][test]

\n", "\n", "> SegmentationInterpretation(**`learn`**:[`Learner`](/basic_train.html#Learner), **`preds`**:`Tensor`, **`y_true`**:`Tensor`, **`losses`**:`Tensor`, **`ds_type`**:[`DatasetType`](/basic_data.html#DatasetType)=***``***) :: [`Interpretation`](/train.html#Interpretation)\n", "\n", "
×

No tests found for SegmentationInterpretation. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Interpretation methods for segmenatation models. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

top_losses[source][test]

\n", "\n", "> top_losses(**`sizes`**:`Tuple`, **`k`**:`int`=***`None`***, **`largest`**=***`True`***)\n", "\n", "
×

No tests found for top_losses. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Reduce flatten loss to give a single loss value for each image " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation.top_losses)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

_interp_show[source][test]

\n", "\n", "> _interp_show(**`ims`**:[`ImageSegment`](/vision.image.html#ImageSegment), **`classes`**:`Collection`\\[`T_co`\\]=***`None`***, **`sz`**:`int`=***`20`***, **`cmap`**=***`'tab20'`***, **`title_suffix`**:`str`=***`None`***)\n", "\n", "
×

No tests found for _interp_show. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show ImageSegment with color mapping labels " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation._interp_show)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

show_xyz[source][test]

\n", "\n", "> show_xyz(**`i`**, **`classes`**:`list`=***`None`***, **`sz`**=***`10`***)\n", "\n", "
×

No tests found for show_xyz. To contribute a test please refer to this guide and this discussion.

\n", "\n", "show (image, true and pred) from self.ds with color mappings, optionally only plot " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation.show_xyz)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

_generate_confusion[source][test]

\n", "\n", "> _generate_confusion()\n", "\n", "
×

No tests found for _generate_confusion. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Average and Per Image Confusion: intersection of pixels given a true label, true label sums to 1 " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation._generate_confusion)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

_plot_intersect_cm[source][test]

\n", "\n", "> _plot_intersect_cm(**`cm`**, **`title`**=***`'Intersection with Predict given True'`***)\n", "\n", "
×

No tests found for _plot_intersect_cm. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Plot confusion matrices: self.mean_cm or self.single_img_cm generated by `_generate_confusion` " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SegmentationInterpretation._plot_intersect_cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's show how [`SegmentationInterpretation`](/vision.interpret.html#SegmentationInterpretation) can be used once we train a segmentation model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### train " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "camvid = untar_data(URLs.CAMVID_TINY)\n", "path_lbl = camvid/'labels'\n", "path_img = camvid/'images'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "codes = np.loadtxt(camvid/'codes.txt', dtype=str)\n", "get_y_fn = lambda x: path_lbl/f'{x.stem}_P{x.suffix}'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data = (SegmentationItemList.from_folder(path_img)\n", " .split_by_rand_pct()\n", " .label_from_func(get_y_fn, classes=codes)\n", " .transform(get_transforms(), tfm_y=True, size=128)\n", " .databunch(bs=16, path=camvid)\n", " .normalize(imagenet_stats))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=2, figsize=(7,5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losstime
010.0245133.44234800:15
16.3252532.34369900:03
24.7599982.10810000:02
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = unet_learner(data, models.resnet18)\n", "learn.fit_one_cycle(3,1e-2)\n", "learn.save('mini_train')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Warning: Following results will not make much sense with this underperforming model but functionality will be explained with ease
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_warn(\"Following results will not make much sense with this underperforming model but functionality will be explained with ease\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### interpret" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "interp = SegmentationInterpretation.from_learner(learn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `FlattenedLoss of CrossEntropyLoss()` is used we reshape and then take the mean of pixel losses per image. In order to do so we need to pass `sizes:tuple` to `top_losses()`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "top_losses, top_idxs = interp.top_losses(sizes=(128,128))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/plain": [ "(tensor([3.3195, 3.1692, 2.6574, 2.5976, 2.4910, 2.3759, 2.3710, 2.2064, 2.0871,\n", " 2.0834, 2.0479, 1.8645, 1.8412, 1.7956, 1.7013, 1.6126, 1.6015, 1.5470,\n", " 1.4495, 1.3423]),\n", " tensor([12, 4, 17, 13, 19, 18, 7, 8, 10, 1, 15, 0, 2, 9, 16, 11, 14, 5,\n", " 6, 3]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_losses, top_idxs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(to_np(top_losses), bins=20);plt.title(\"Loss Distribution\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can generate a confusion matrix similar to what we usually have for classification. Two confusion matrices are generated: `mean_cm` which represents the global label performance and `single_img_cm` which represents the same thing but for each individual image in dataset.\n", "\n", "Values in the matrix are calculated as:\n", "\n", "\\begin{align}\n", "\\ CM_{ij} & = IOU(Predicted , True | True) \\\\\n", "\\end{align}\n", "\n", "Or in plain english: ratio of pixels of predicted label given the true pixels" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Animal', 'Archway', 'Bicyclist', 'Bridge', 'Building', 'Car', 'CartLuggagePram', 'Child', 'Column_Pole',\n", " 'Fence', 'LaneMkgsDriv', 'LaneMkgsNonDriv', 'Misc_Text', 'MotorcycleScooter', 'OtherMoving', 'ParkingBlock',\n", " 'Pedestrian', 'Road', 'RoadShoulder', 'Sidewalk', 'SignSymbol', 'Sky', 'SUVPickupTruck', 'TrafficCone',\n", " 'TrafficLight', 'Train', 'Tree', 'Truck_Bus', 'Tunnel', 'VegetationMisc', 'Void', 'Wall'], dtype='\n", " \n", " \n", " label\n", " score\n", " \n", " \n", " \n", " \n", " Sky\n", " 0.851616\n", " \n", " \n", " Road\n", " 0.793361\n", " \n", " \n", " Building\n", " 0.274023\n", " \n", " \n", " Tree\n", " 0.00469498\n", " \n", " \n", " Void\n", " 6.70092e-05\n", " \n", " \n", " Animal\n", " 0\n", " \n", " \n", " Pedestrian\n", " 0\n", " \n", " \n", " VegetationMisc\n", " 0\n", " \n", " \n", " Truck_Bus\n", " 0\n", " \n", " \n", " TrafficLight\n", " 0\n", " \n", " \n", " SUVPickupTruck\n", " 0\n", " \n", " \n", " SignSymbol\n", " 0\n", " \n", " \n", " Sidewalk\n", " 0\n", " \n", " \n", " ParkingBlock\n", " 0\n", " \n", " \n", " Archway\n", " 0\n", " \n", " \n", " OtherMoving\n", " 0\n", " \n", " \n", " Misc_Text\n", " 0\n", " \n", " \n", " LaneMkgsDriv\n", " 0\n", " \n", " \n", " Fence\n", " 0\n", " \n", " \n", " Column_Pole\n", " 0\n", " \n", " \n", " Child\n", " 0\n", " \n", " \n", " CartLuggagePram\n", " 0\n", " \n", " \n", " Car\n", " 0\n", " \n", " \n", " Bicyclist\n", " 0\n", " \n", " \n", " Wall\n", " 0\n", " \n", " \n", " Bridge\n", " NaN\n", " \n", " \n", " LaneMkgsNonDriv\n", " NaN\n", " \n", " \n", " MotorcycleScooter\n", " NaN\n", " \n", " \n", " RoadShoulder\n", " NaN\n", " \n", " \n", " TrafficCone\n", " NaN\n", " \n", " \n", " Train\n", " NaN\n", " \n", " \n", " Tunnel\n", " NaN\n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = interp._plot_intersect_cm(mean_cm, \"Mean of Ratio of Intersection given True Label\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next let's look at the single worst prediction in our dataset. It looks like this dummy model just predicts everything as `Road` :)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
labelscore
Road0.999367
Sky0.405882
Building0.0479275
Tree0.00365813
Bicyclist0
Void0
TrafficLight0
SUVPickupTruck0
Sidewalk0
Pedestrian0
OtherMoving0
Misc_Text0
LaneMkgsDriv0
Column_Pole0
CartLuggagePram0
Car0
Wall0
AnimalNaN
ArchwayNaN
BridgeNaN
ChildNaN
FenceNaN
LaneMkgsNonDrivNaN
MotorcycleScooterNaN
ParkingBlockNaN
RoadShoulderNaN
SignSymbolNaN
TrafficConeNaN
TrainNaN
Truck_BusNaN
TunnelNaN
VegetationMiscNaN
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = top_idxs[0]\n", "df = interp._plot_intersect_cm(single_img_cm[i], f\"Ratio of Intersection given True Label, Image:{i}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we will visually inspect this single prediction" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "interp.show_xyz(i, sz=15)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Warning: With matplotlib colormaps the max number of unique qualitative colors is 20. \n", "So if len(classes) > 20 then close class indexes may be plotted with the same color.\n", "Let's fix this together :)
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_warn(\"\"\"With matplotlib colormaps the max number of unique qualitative colors is 20. \n", "So if len(classes) > 20 then close class indexes may be plotted with the same color.\n", "Let's fix this together :)\"\"\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/plain": [ "{'Animal': 0,\n", " 'Archway': 1,\n", " 'Bicyclist': 2,\n", " 'Bridge': 3,\n", " 'Building': 4,\n", " 'Car': 5,\n", " 'CartLuggagePram': 6,\n", " 'Child': 7,\n", " 'Column_Pole': 8,\n", " 'Fence': 9,\n", " 'LaneMkgsDriv': 10,\n", " 'LaneMkgsNonDriv': 11,\n", " 'Misc_Text': 12,\n", " 'MotorcycleScooter': 13,\n", " 'OtherMoving': 14,\n", " 'ParkingBlock': 15,\n", " 'Pedestrian': 16,\n", " 'Road': 17,\n", " 'RoadShoulder': 18,\n", " 'Sidewalk': 19,\n", " 'SignSymbol': 20,\n", " 'Sky': 21,\n", " 'SUVPickupTruck': 22,\n", " 'TrafficCone': 23,\n", " 'TrafficLight': 24,\n", " 'Train': 25,\n", " 'Tree': 26,\n", " 'Truck_Bus': 27,\n", " 'Tunnel': 28,\n", " 'VegetationMisc': 29,\n", " 'Void': 30,\n", " 'Wall': 31}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interp.c2i" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class ObjectDetectionInterpretation[source][test]

\n", "\n", "> ObjectDetectionInterpretation(**`learn`**:[`Learner`](/basic_train.html#Learner), **`preds`**:`Tensor`, **`y_true`**:`Tensor`, **`losses`**:`Tensor`, **`ds_type`**:[`DatasetType`](/basic_data.html#DatasetType)=***``***) :: [`Interpretation`](/train.html#Interpretation)\n", "\n", "
×

No tests found for ObjectDetectionInterpretation. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Interpretation methods for classification models. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ObjectDetectionInterpretation)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Warning: ObjectDetectionInterpretation is not implemented yet. Feel free to implement it :)
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_warn(\"ObjectDetectionInterpretation is not implemented yet. Feel free to implement it :)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Undocumented Methods - Methods moved below this line will intentionally be hidden" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Methods - Please document or move to the undocumented section" ] } ], "metadata": { "jekyll": { "keywords": "fastai", "summary": "`Learner` support for computer vision", "title": "vision.learner" }, "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }