├── README.md ├── annotation_evaluation └── data │ ├── x_failure_reports.csv │ ├── x_heatmap_df.csv │ ├── x_clean_labels.csv │ ├── x_expert_labels.csv │ └── x_holdout_r140.csv ├── image_deduplication.ipynb └── train.py /README.md: -------------------------------------------------------------------------------- 1 | # Fitzpatrick17k 2 | 3 | ------------ 4 | 5 | ## Overview 6 | [![fitzpatrick17k](https://pbs.twimg.com/media/E4QqXfQUYAEfNco?format=jpg&name=large)](https://youtu.be/bizJpy5VQmQ) 7 | 8 | We annotated 16,577 clinical images sourced from two dermatology atlases — DermaAmin and Atlas Dermatologico — with Fitzpatrick skin type labels with two data annotation services: Scale AI and Centaur Labs. The Fitzpatrick labeling system, while not perfect, is a six-point scale originally developed for classifying sun reactivity of skin phenotype. The Fitzpatrick scale served as the basis for skin color in emojis and, more recently, the Fitzpatrick scale has been used in computer vision applications to evaluate algorithmic fairness and model accuracy. The annotated images represent 114 skin conditions with at least 53 images and a maximum of 653 images per skin condition. 9 | 10 | ![fitzpatrick](https://www.datocms-assets.com/45562/1623693822-blogmitskintypes01.png) 11 | 12 | 13 | We've included the original image sources, the training script `train.py`, and a notebook to compare Fitzpatrick annotations with individual typology angle scores. You can read the dataset and our analysis in our [paper](https://arxiv.org/abs/2104.09957). 14 | 15 | We thank Scale AI and Centaur Labs for providing Fitzpatrick Skin Type annotations for all images in this dataset for free. 16 | 17 | ## Updates July 7 2022 18 | 19 | Given the subjectivity of annotating Fitzpatrick Skin Type in images showing skin disease, we evaluated how well experts, crowds, and an algorithm compare with respect to inter-rater reliability. You can find replication files for this analysis in the `annotation_evaluation` folder. 20 | 21 | ## Data Usage 22 | 23 | ------------ 24 | 25 | ### Download the dataset 26 | 27 | You can find the Fitzpatrick annotations in [fitzpatrick17k.csv](https://github.com/mattgroh/fitzpatrick17k/blob/main/fitzpatrick17k.csv). You can download the images from their original source, which is shared in the `url` column of the Fitzpatrick annotations .csv. Alternatively, fill out this [form](https://forms.gle/4fS35Kg8x9pkG2Bn9) and contact us and we can provide a link to all the images. 28 | 29 | ### Replicate our analysis 30 | 31 | The results from our paper can be replicated using `train.py` and `ita_fitzpatrick_analysis.ipynb`. 32 | 33 | After you download the dataset, edit `train.py` by specifying the image directory of the dataset, and then run ```python train.py 20 full``` where 20 refers to the number of epochs and full refers to the full dataset. 34 | 35 | You can check out our comparison of Fitzpatrick annotations and individual typology angle scores with the `ita_fitzpatrick_analysis.ipynb` 36 | 37 | ### How to cite this dataset and paper 38 | ``` 39 | @inproceedings{groh2021evaluating, 40 | title={Evaluating deep neural networks trained on clinical images in dermatology with the fitzpatrick 17k dataset}, 41 | author={Groh, Matthew and Harris, Caleb and Soenksen, Luis and Lau, Felix and Han, Rachel and Kim, Aerin and Koochek, Arash and Badri, Omar}, 42 | booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, 43 | pages={1820--1828}, 44 | year={2021} 45 | } 46 | 47 | And the second paper: 48 | 49 | @article{groh2022towards, 50 | title={Towards transparency in dermatology image datasets with skin tone annotations by experts, crowds, and an algorithm}, 51 | author={Groh, Matthew and Harris, Caleb and Daneshjou, Roxana and Badri, Omar and Koochek, Arash}, 52 | journal={Proceedings of the ACM on Human-Computer Interaction}, 53 | volume={6}, 54 | number={CSCW2}, 55 | pages={1--26}, 56 | year={2022}, 57 | publisher={ACM New York, NY, USA} 58 | } 59 | ``` 60 | 61 | ------------ 62 | ## Licensing 63 | 64 | Original images collected from [Atlas Dermatologico](http://atlasdermatologico.com.br/) and [DermaAmin](https://www.dermaamin.com/site/) 65 | 66 | Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License. 67 | -------------------------------------------------------------------------------- /annotation_evaluation/data/x_failure_reports.csv: -------------------------------------------------------------------------------- 1 | id,reason,message,user_id,problem_id,flag_created_at,topic_id,hasher_y,source,e_label,e2_label,e3_label,ra_label,s_label,s_label_mean,s_label_count,c_label,Agreement,Difficulty,Case ID_y,Qualified Reads,Origin_y,Reads 1 [qualified],Weight 1 [qualified],Reads 2 [qualified],Reads 6 [qualified],Weight 2 [qualified],Weight 6 [qualified],Reads none [qualified],Weight none [qualified],Reads 3 [qualified],Weight 3 [qualified],Reads 4 [qualified],Reads 5 [qualified],Weight 4 [qualified],Weight 5 [qualified],Comments,Correct Label,Majority Label,ita 2 | 47426,incorrect,There are photos of skin,208491,6201291,2021-10-01 07:14:47.353302,1409,bcc5fd25712fc3c20e078d01645f5773.jpg,Book - Dermatology (Bolognia 2018),-1.0,2,2,2,2.0,2.2387706855791962,423,4.0,0.38,0.875,6201291,8,Book - Dermatology (Bolognia 2018)_Pityriasis rubra pilaris.png,,,3.0,,1.58,,1.0,0.56,1.0,0.52,3.0,,1.63,,,['none'],['4'],3.0 3 | 47432,incorrect,I See a lot of Skin,158731,6201291,2021-10-01 09:31:24.235651,1409,bcc5fd25712fc3c20e078d01645f5773.jpg,Book - Dermatology (Bolognia 2018),-1.0,2,2,2,2.0,2.2387706855791962,423,4.0,0.38,0.875,6201291,8,Book - Dermatology (Bolognia 2018)_Pityriasis rubra pilaris.png,,,3.0,,1.58,,1.0,0.56,1.0,0.52,3.0,,1.63,,,['none'],['4'],3.0 4 | 47427,incorrect,It isn’t a 4. At least is a 5,208491,6201151,2021-10-01 07:20:07.377476,1409,556b7e20e4a718a135b058cb25ee0967.jpg,Book - Dermatology atlas for skin of color (Jackson-Richards 2014),4.0,5,5,4,5.0,4.438799076212471,433,5.0,0.809,0.903,6201151,31,Book - Dermatology atlas for skin of color (Jackson-Richards 2014)_secondary syphilis (4).png,,,,3.0,,1.71,,,,,3.0,25.0,1.92,15.36,,['4'],['5'],5.0 5 | 47445,incorrect,The photos involved are not all from the same person therefore the question is very misleading.,222724,6201107,2021-10-01 15:18:07.526259,1409,5d709b3ba36d4d3e3237c154976972df.jpg,Book - Dermatology (Bolognia 2018),-1.0,2,2,-1,2.0,1.8663366336633664,404,2.0,0.417,0.836,6201107,73,Book - Dermatology (Bolognia 2018)_Childhood atopic dermatitis.png,26.0,15.75,31.0,,18.87,,12.0,8.04,3.0,1.91,1.0,,0.66,,,['none'],['2'],2.0 6 | 47446,incorrect,You can see the person’s skin color in the photo and they are a Fitzpatrick 1 clearly.,222724,6201375,2021-10-01 15:19:13.984857,1409,289e3197af9c6b563281ceea2e0ad03b.jpg,Book - Taylor and Kellys Dermatology for Skin of Color (Taylor 2016),-1.0,2,2,1,1.0,1.5879396984924623,398,-1.0,0.564,0.444,6201375,54,Book - Taylor and Kellys Dermatology for Skin of Color (Taylor 2016)_Oral lichen planus (2).jpg,22.0,12.89,,,,,30.0,18.18,1.0,0.55,,1.0,,0.59,,['none'],['none'],5.0 7 | 47507,incorrect,There is no way this is dark enough,71806,6201102,2021-10-02 02:43:59.740894,1409,3bf63f4a48ca672dd9fda84024a9aff2.jpg,Book - Clinical dermatology (Habif 2010),4.0,4,3,2,3.0,2.9950980392156863,408,2.0,0.376,0.852,6201102,27,Book - Clinical dermatology (Habif 2010)_Secondary syphilis (10).png,3.0,1.74,10.0,,6.16,,2.0,1.17,6.0,3.71,4.0,2.0,2.4,1.2,,['4'],['2'],3.0 8 | 47529,incorrect,Wrongggg it should be 4 cause it is brownish,222559,6201217,2021-10-02 04:32:45.803964,1409,aa1d256dee1fe25ec89e7e8e8c554611.jpg,Book - Fitzpatricks dermatology in general medicine (Wolff 2008),2.0,3,3,2,2.0,2.3911007025761126,427,-1.0,0.722,0.889,6201217,18,Book - Fitzpatricks dermatology in general medicine (Wolff 2008)_lichen planus (3).png,,,2.0,,1.26,,13.0,8.06,1.0,0.57,2.0,,1.28,,,['2'],['none'],5.0 9 | 47620,incorrect,Definitely a 6 on the scale,208184,6201085,2021-10-02 21:01:04.169486,1409,2b973b64ea1b411ebbe95e60efa62ecb.jpg,Book - Clinical dermatology (Habif 2010),5.0,6,6,6,6.0,5.281094527363184,402,6.0,0.859,0.846,6201085,13,Book - Clinical dermatology (Habif 2010)_Secondary syphilis (3).png,,,,11.0,,6.8,,,,,,2.0,,1.12,"['Clearly 6', 'It’s definitely 6.', 'It’s clearly a 6', 'yeah, I think it’s 6 too.', 'Pretty sure this is wrong. Can’t imagine how this isn’t a 6, open to others’ explanations though.']",['5'],['6'],6.0 10 | 48022,incorrect,It’s a 6! He is dark brown,114181,6201085,2021-10-11 02:22:31.293896,1409,2b973b64ea1b411ebbe95e60efa62ecb.jpg,Book - Clinical dermatology (Habif 2010),5.0,6,6,6,6.0,5.281094527363184,402,6.0,0.859,0.846,6201085,13,Book - Clinical dermatology (Habif 2010)_Secondary syphilis (3).png,,,,11.0,,6.8,,,,,,2.0,,1.12,"['Clearly 6', 'It’s definitely 6.', 'It’s clearly a 6', 'yeah, I think it’s 6 too.', 'Pretty sure this is wrong. Can’t imagine how this isn’t a 6, open to others’ explanations though.']",['5'],['6'],6.0 11 | 47621,incorrect,It appears that this individual is more of a 1 based on the unaffected skin,208184,6201445,2021-10-02 21:05:05.770598,1409,a0a53d6a2108fbaab5c584e9959b220f.jpg,Book - Clinical dermatology (Habif 2010),2.0,1,2,1,1.0,1.8921775898520083,473,1.0,0.758,0.833,6201445,18,Book - Clinical dermatology (Habif 2010)_Atopic dermatitis (3).png,14.0,8.54,3.0,,2.16,,,,1.0,0.57,,,,,,['2'],['1'],5.0 12 | 47623,incorrect,"The shadows could be cause for confusion, but the lip and cheek coloration are more commonly seen classified as 2.",208184,6201493,2021-10-02 21:10:44.357768,1409,e49817fc5005668867c80a5b41e1789c.jpg,Book - Clinical dermatology (Habif 2010),3.0,4,2,2,2.0,2.157248157248157,407,3.0,0.482,0.526,6201493,19,Book - Clinical dermatology (Habif 2010)_Lichen planus (10).png,,,7.0,,4.25,,1.0,0.58,9.0,5.59,1.0,1.0,0.51,0.66,,['3'],['3'],5.0 13 | 47624,incorrect,Hard to determine based on lighting and shadow,208184,6201064,2021-10-02 21:14:06.311312,1409,448abbea9a181b172619e1c8b35a0ebf.jpg,Book - Clinical dermatology (Habif 2010),3.0,3,3,2,2.0,2.269047619047619,420,2.0,0.436,0.667,6201064,21,Book - Clinical dermatology (Habif 2010)_Atopic dermatitis.png,3.0,1.81,9.0,,5.42,,,,7.0,4.13,2.0,,1.08,,,['3'],['2'],3.0 14 | 47627,inappropriate,This is 2 separate images and may not be the same individual,208184,6201209,2021-10-02 21:16:28.105627,1409,5a68afef1a48194f7551dca936ebf256.jpg,Book - Dermatology (Bolognia 2018),3.0,2,-1,2,1.0,1.8421052631578947,437,3.0,0.54,0.5,6201209,2,Book - Dermatology (Bolognia 2018)_Dermoscopic pattern of lichen planus.png,,,,,,,1.0,0.58,1.0,0.68,,,,,['Is this even appropriate to train the AI on? It’s 2 images and can we be certain that it’s the same individual in both?'],['3'],['3'],2.0 15 | 47629,incorrect,Seems much more 1,208184,6201120,2021-10-02 21:22:47.691085,1409,3f8a23a681ef64bdfaba308fd04632c2.jpg,Book - Clinical dermatology (Habif 2010),2.0,2,2,1,1.0,1.5503211991434689,467,1.0,0.845,0.833,6201120,18,Book - Clinical dermatology (Habif 2010)_Pityriasis rosea (9).png,15.0,9.15,3.0,,1.68,,,,,,,,,,,['2'],['1'],1.0 16 | 47730,incorrect,It’s clearly whiter that 3,209380,6201173,2021-10-04 09:23:28.319536,1409,89d50c61249aa1251e16396f769eb717.jpg,Book - Dermatology (Bolognia 2018),3.0,3,2,3,1.0,2.443159922928709,519,1.0,0.758,1.0,6201173,15,Book - Dermatology (Bolognia 2018)_Lichen planus pigmentosus.jpg,11.0,6.94,4.0,,2.22,,,,,,,,,,,['3'],['1'],2.0 17 | 47966,incorrect,that’s a one instead of three,185441,6201173,2021-10-09 23:45:08.450975,1409,89d50c61249aa1251e16396f769eb717.jpg,Book - Dermatology (Bolognia 2018),3.0,3,2,3,1.0,2.443159922928709,519,1.0,0.758,1.0,6201173,15,Book - Dermatology (Bolognia 2018)_Lichen planus pigmentosus.jpg,11.0,6.94,4.0,,2.22,,,,,,,,,,,['3'],['1'],2.0 18 | 47821,incorrect,He is completely pale and his knees are just hurt how is this a 2,225210,6201046,2021-10-06 05:50:03.466984,1409,893d60ad0c1586f6a1def01953b3c1ac.jpg,Book - Andrews Diseases of the Skin (James 2020),2.0,2,2,1,2.0,1.8109640831758034,529,1.0,0.561,0.632,6201046,19,Book - Andrews Diseases of the Skin (James 2020)_Dermatomyositis (6).png,11.0,6.92,7.0,,4.78,,,,1.0,0.64,,,,,,['2'],['1'],1.0 19 | 47858,incorrect,I think this is 2. It is much more lighter than 3,165863,6201199,2021-10-07 11:44:21.412196,1409,2527d7b807bb6bc74d38b02e74eab418.jpg,Book - Clinical dermatology (Habif 2010),3.0,2,4,2,2.0,2.251196172248804,418,2.0,0.527,0.941,6201199,17,Book - Clinical dermatology (Habif 2010)_Localized lichen planus.png,7.0,4.25,9.0,,5.55,,,,1.0,0.74,,,,,,['3'],['2'],1.0 20 | 47926,incorrect,Its more whiter than 3,226056,6200999,2021-10-09 00:59:38.013193,1409,c2827f6f022be2a86d192be0e1d8c865.jpg,Book - Clinical dermatology (Habif 2010),3.0,3,2,2,1.0,2.0575,400,1.0,0.915,1.0,6200999,10,Book - Clinical dermatology (Habif 2010)_Lichen planus (4).png,9.0,5.78,1.0,,0.54,,,,,,,,,,,['3'],['1'],1.0 21 | 47964,incorrect,It is clearly 1,226414,6201074,2021-10-09 22:47:05.669596,1409,ea0dab199b99977cc435a79338baa910.jpg,Book - Andrews Diseases of the Skin (James 2020),3.0,2,2,3,2.0,2.16,450,2.0,0.561,1.0,6201074,28,Book - Andrews Diseases of the Skin (James 2020)_Nail lichen planus.png,11.0,6.78,16.0,,9.44,,,,,,1.0,,0.62,,,['3'],['2'],5.0 22 | -------------------------------------------------------------------------------- /image_deduplication.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "source": [ 7 | "import os\n", 8 | "import numpy as np\n", 9 | "import pandas as pd\n", 10 | "from PIL import Image\n", 11 | "from keras.models import Model\n", 12 | "from keras.preprocessing import image\n", 13 | "from scipy.spatial import distance_matrix\n", 14 | "from keras.layers import Dense, GlobalAveragePooling2D\n", 15 | "from keras.applications.inception_v3 import InceptionV3" 16 | ], 17 | "outputs": [], 18 | "metadata": {} 19 | }, 20 | { 21 | "cell_type": "code", 22 | "execution_count": 9, 23 | "source": [ 24 | "# Set a working path for images\n", 25 | "working_path = '/fitzpatrick17k/images/all/'\n", 26 | "save_path = '/fitzpatrick17k/images/processed/'\n", 27 | "os.chdir(working_path)\n", 28 | "\n", 29 | "# List of image filenames\n", 30 | "imgs = [fn for fn in os.listdir() if fn.upper().endswith('.JPG')]\n", 31 | "\n", 32 | "# Iterate each filename\n", 33 | "for fn in imgs: \n", 34 | "\n", 35 | " # Set working path\n", 36 | " os.chdir(working_path)\n", 37 | "\n", 38 | " # Open the image, normalize size and color\n", 39 | " temp = Image.open(fn, 'r')\n", 40 | " temp = temp.resize((299,299), Image.ANTIALIAS)\n", 41 | " temp = temp.convert('L')\n", 42 | " temp = temp.convert('1') \n", 43 | "\n", 44 | " # Save in a new directory\n", 45 | " os.chdir(save_path)\n", 46 | " temp.save(fn, temp.format)\n", 47 | " temp.close()" 48 | ], 49 | "outputs": [ 50 | { 51 | "output_type": "stream", 52 | "name": "stdout", 53 | "text": [ 54 | "Number of images: 16577\n" 55 | ] 56 | } 57 | ], 58 | "metadata": {} 59 | }, 60 | { 61 | "cell_type": "code", 62 | "execution_count": null, 63 | "source": [ 64 | "# Set path\n", 65 | "os.chdir(save_path)\n", 66 | "\n", 67 | "# Create base model\n", 68 | "base_model = InceptionV3(weights = 'imagenet', include_top = False, input_shape = (299, 299, 3))\n", 69 | "\n", 70 | "# Adjust layers\n", 71 | "for layer in base_model.layers:\n", 72 | " layer.trainable = False\n", 73 | "\n", 74 | "# Set features\n", 75 | "pool_2d = GlobalAveragePooling2D(name = 'pool_2d')(base_model.output)\n", 76 | "dense = Dense(1024, name = 'dense', activation = 'relu')(pool_2d)\n", 77 | "predictions = Dense(1000, name = 'pred', activation = 'relu')(dense)\n", 78 | "\n", 79 | "# Reformat model\n", 80 | "model = Model(inputs = base_model.input, outputs = predictions)\n", 81 | "\n", 82 | "# Adjust inputs\n", 83 | "use_images = [image.load_img(c, target_size = (299,299)) for c in imgs]\n", 84 | "use_tensor = np.array([image.img_to_array(img) for img in use_images])\n", 85 | "\n", 86 | "# Output similarity matrix and save\n", 87 | "model_output = pd.DataFrame(model.predict(use_tensor, batch_size = 32, verbose = 0), index = imgs)\n", 88 | "df = pd.DataFrame(distance_matrix(model_output.values, model_output.values),index = model_output.index, columns = model_output.index)\n", 89 | "df.to_csv('/fitzpatrick17k/similarity_matrix.csv', index = False)" 90 | ], 91 | "outputs": [], 92 | "metadata": {} 93 | }, 94 | { 95 | "cell_type": "code", 96 | "execution_count": 4, 97 | "source": [ 98 | "# Read similarity matrix\n", 99 | "df = pd.read_csv('/fitzpatrick17k/similarity_matrix.csv')\n", 100 | "\n", 101 | "# Create a map of img --> duplicate image\n", 102 | "duplicates = {}\n", 103 | "count = 0\n", 104 | "cols = df.columns\n", 105 | "for i, val in df.iterrows():\n", 106 | " arr = np.where(df.loc[i, :] < 15)\n", 107 | " arr = np.delete(arr, count)\n", 108 | " if len(arr) > 0:\n", 109 | " duplicates[i] = [cols[j] for j in list(arr)]\n", 110 | " \n", 111 | "duplicates" 112 | ], 113 | "outputs": [ 114 | { 115 | "output_type": "execute_result", 116 | "data": { 117 | "text/plain": [ 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'9b82bbff48d88f3bea9d30cfd96606dc.jpg': ['9b82bbff48d88f3bea9d30cfd96606dc.jpg'],\n", 161 | " '11e1eeb117aafe575e95f9c2ee9de3f3.jpg': ['11e1eeb117aafe575e95f9c2ee9de3f3.jpg'],\n", 162 | " '8e4fcec9d635f8e9c152a23aad631eec.jpg': ['8e4fcec9d635f8e9c152a23aad631eec.jpg'],\n", 163 | " 'e6b375b8b1b7e27706623977dace3721.jpg': ['e6b375b8b1b7e27706623977dace3721.jpg']}" 164 | ] 165 | }, 166 | "metadata": {}, 167 | "execution_count": 4 168 | } 169 | ], 170 | "metadata": {} 171 | }, 172 | { 173 | "cell_type": "code", 174 | "execution_count": null, 175 | "source": [], 176 | "outputs": [], 177 | "metadata": {} 178 | } 179 | ], 180 | "metadata": { 181 | "orig_nbformat": 4, 182 | "language_info": { 183 | "name": "python", 184 | "version": "3.8.10", 185 | "mimetype": "text/x-python", 186 | "codemirror_mode": { 187 | "name": "ipython", 188 | "version": 3 189 | }, 190 | "pygments_lexer": "ipython3", 191 | "nbconvert_exporter": "python", 192 | "file_extension": ".py" 193 | }, 194 | "kernelspec": { 195 | "name": "python3", 196 | "display_name": "Python 3.8.10 64-bit" 197 | }, 198 | "interpreter": { 199 | "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" 200 | } 201 | }, 202 | "nbformat": 4, 203 | "nbformat_minor": 2 204 | } -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- 1 | from __future__ import print_function, division 2 | import torch 3 | from torchvision import transforms, models 4 | import pandas as pd 5 | import numpy as np 6 | import os 7 | import skimage 8 | from skimage import io 9 | import warnings 10 | import torch.nn as nn 11 | import torch.optim as optim 12 | from torch.utils.data.sampler import WeightedRandomSampler 13 | from torch.optim import lr_scheduler 14 | import time 15 | import copy 16 | import sys 17 | from sklearn.model_selection import train_test_split, KFold 18 | 19 | warnings.filterwarnings("ignore") 20 | 21 | 22 | def flatten(list_of_lists): 23 | if len(list_of_lists) == 0: 24 | return list_of_lists 25 | if isinstance(list_of_lists[0], list): 26 | return flatten(list_of_lists[0]) + flatten(list_of_lists[1:]) 27 | return list_of_lists[:1] + flatten(list_of_lists[1:]) 28 | 29 | 30 | def train_model(label, dataloaders, device, dataset_sizes, model, 31 | criterion, optimizer, scheduler, num_epochs=2): 32 | since = time.time() 33 | training_results = [] 34 | best_model_wts = copy.deepcopy(model.state_dict()) 35 | best_acc = 0.0 36 | best_loss = 0.0 37 | for epoch in range(num_epochs): 38 | print('Epoch {}/{}'.format(epoch, num_epochs - 1)) 39 | print('-' * 10) 40 | # Each epoch has a training and validation phase 41 | for phase in ['train', 'val']: 42 | if phase == 'train': 43 | model.train() # Set model to training mode 44 | scheduler.step() 45 | else: 46 | model.eval() # Set model to evaluate mode 47 | 48 | running_loss = 0.0 49 | running_corrects = 0.0 50 | # running_total = 0 51 | print(phase) 52 | # Iterate over data. 53 | for batch in dataloaders[phase]: 54 | inputs = batch["image"].to(device) 55 | labels = batch[label] 56 | labels = torch.from_numpy(np.asarray(labels)).to(device) 57 | # zero the parameter gradients 58 | optimizer.zero_grad() 59 | # forward 60 | # track history if only in train 61 | with torch.set_grad_enabled(phase == 'train'): 62 | inputs = inputs.float() # ADDED AS A FIX 63 | outputs = model(inputs) 64 | _, preds = torch.max(outputs, 1) 65 | loss = criterion(outputs, labels) 66 | # backward + optimize only if in training phase 67 | if phase == 'train': 68 | loss.backward() 69 | optimizer.step() 70 | # statistics 71 | running_loss += loss.item() * inputs.size(0) 72 | running_corrects += torch.sum(preds == labels.data) 73 | epoch_loss = running_loss / dataset_sizes[phase] 74 | epoch_acc = running_corrects / dataset_sizes[phase] 75 | # print("Loss: {}/{}".format(running_loss, dataset_sizes[phase])) 76 | print("Accuracy: {}/{}".format(running_corrects, 77 | dataset_sizes[phase])) 78 | print('{} Loss: {:.4f} Acc: {:.4f}'.format( 79 | phase, epoch_loss, epoch_acc)) 80 | training_results.append([phase, epoch, epoch_loss, epoch_acc]) 81 | if epoch > 10: 82 | if phase == 'val' and epoch_loss < best_loss: 83 | print("New leading accuracy: {}".format(epoch_acc)) 84 | best_acc = epoch_acc 85 | best_loss = epoch_loss 86 | best_model_wts = copy.deepcopy(model.state_dict()) 87 | elif phase == 'val': 88 | best_loss = epoch_loss 89 | time_elapsed = time.time() - since 90 | print('Training complete in {:.0f}m {:.0f}s'.format( 91 | time_elapsed // 60, time_elapsed % 60)) 92 | print('Best val Acc: {:4f}'.format(best_acc)) 93 | model.load_state_dict(best_model_wts) 94 | training_results = pd.DataFrame(training_results) 95 | training_results.columns = ["phase", "epoch", "loss", "accuracy"] 96 | return model, training_results 97 | 98 | 99 | class SkinDataset(): 100 | def __init__(self, csv_file, root_dir, transform=None): 101 | """ 102 | Args: 103 | csv_file (string): Path to the csv file with annotations. 104 | root_dir (string): Directory with all the images. 105 | transform (callable, optional): Optional transform to be applied 106 | on a sample. 107 | """ 108 | self.df = pd.read_csv(csv_file) 109 | self.root_dir = root_dir 110 | self.transform = transform 111 | 112 | def __len__(self): 113 | return len(self.df) 114 | 115 | def __getitem__(self, idx): 116 | if torch.is_tensor(idx): 117 | idx = idx.tolist() 118 | img_name = os.path.join(self.root_dir, 119 | self.df.loc[self.df.index[idx], 'hasher']) 120 | image = io.imread(img_name) 121 | if(len(image.shape) < 3): 122 | image = skimage.color.gray2rgb(image) 123 | 124 | hasher = self.df.loc[self.df.index[idx], 'hasher'] 125 | high = self.df.loc[self.df.index[idx], 'high'] 126 | mid = self.df.loc[self.df.index[idx], 'mid'] 127 | low = self.df.loc[self.df.index[idx], 'low'] 128 | fitzpatrick = self.df.loc[self.df.index[idx], 'fitzpatrick'] 129 | if self.transform: 130 | image = self.transform(image) 131 | sample = { 132 | 'image': image, 133 | 'high': high, 134 | 'mid': mid, 135 | 'low': low, 136 | 'hasher': hasher, 137 | 'fitzpatrick': fitzpatrick 138 | } 139 | return sample 140 | 141 | 142 | def custom_load( 143 | batch_size=256, 144 | num_workers=20, 145 | train_dir='', 146 | val_dir='', 147 | image_dir='***************** Specify Image Directory Here *************'): 148 | val = pd.read_csv(val_dir) 149 | train = pd.read_csv(train_dir) 150 | class_sample_count = np.array(train[label].value_counts().sort_index()) 151 | weight = 1. / class_sample_count 152 | samples_weight = np.array([weight[t] for t in train[label]]) 153 | samples_weight = torch.from_numpy(samples_weight) 154 | sampler = WeightedRandomSampler( 155 | samples_weight.type('torch.DoubleTensor'), 156 | len(samples_weight), 157 | replacement=True) 158 | dataset_sizes = {"train": train.shape[0], "val": val.shape[0]} 159 | transformed_train = SkinDataset( 160 | csv_file=train_dir, 161 | root_dir=image_dir, 162 | transform=transforms.Compose([ 163 | transforms.ToPILImage(), 164 | transforms.RandomResizedCrop(size=256, scale=(0.8, 1.0)), 165 | transforms.RandomRotation(degrees=15), 166 | transforms.ColorJitter(), 167 | transforms.RandomHorizontalFlip(), 168 | transforms.CenterCrop(size=224), # Image net standards 169 | transforms.ToTensor(), 170 | transforms.Normalize([0.485, 0.456, 0.406], 171 | [0.229, 0.224, 0.225]) 172 | ]) 173 | ) 174 | transformed_test = SkinDataset( 175 | csv_file=val_dir, 176 | root_dir=image_dir, 177 | transform=transforms.Compose([ 178 | transforms.ToPILImage(), 179 | transforms.Resize(size=256), 180 | transforms.CenterCrop(size=224), 181 | transforms.ToTensor(), 182 | transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) 183 | ]) 184 | ) 185 | dataloaders = { 186 | "train": torch.utils.data.DataLoader( 187 | transformed_train, 188 | batch_size=batch_size, 189 | sampler=sampler, 190 | # shuffle=True, 191 | num_workers=num_workers), 192 | "val": torch.utils.data.DataLoader( 193 | transformed_test, 194 | batch_size=batch_size, 195 | shuffle=False, 196 | num_workers=num_workers) 197 | } 198 | return dataloaders, dataset_sizes 199 | 200 | 201 | if __name__ == '__main__': 202 | # In the custom_load() function, make sure to specify the path to the images 203 | print("\nPlease specify number of epochs and 'dev' mode or not... e.g. python train.py 10 full \n") 204 | n_epochs = int(sys.argv[1]) 205 | dev_mode = sys.argv[2] 206 | print("CUDA is available: {} \n".format(torch.cuda.is_available())) 207 | print("Starting... \n") 208 | device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") 209 | if dev_mode == "dev": 210 | df = pd.read_csv("fitzpatrick17k.csv").sample(1000) 211 | else: 212 | df = pd.read_csv("fitzpatrick17k.csv") 213 | print(df['fitzpatrick'].value_counts()) 214 | print("Rows: {}".format(df.shape[0])) 215 | df["low"] = df['label'].astype('category').cat.codes 216 | df["mid"] = df['nine_partition_label'].astype('category').cat.codes 217 | df["high"] = df['three_partition_label'].astype('category').cat.codes 218 | df["hasher"] = df["md5hash"] 219 | 220 | for holdout_set in ["expert_select","random_holdout", "a12", "a34","a56", "dermaamin","br"]: 221 | if holdout_set == "expert_select": 222 | df2 = df 223 | train = df2[df2.qc.isnull()] 224 | test = df2[df2.qc=="1 Diagnostic"] 225 | elif holdout_set == "random_holdout": 226 | train, test, y_train, y_test = train_test_split( 227 | df, 228 | df.low, 229 | test_size=0.2, 230 | random_state=4242, 231 | stratify=df.low) 232 | elif holdout_set == "dermaamin": 233 | combo = set(df[df.image_path.str.contains("dermaamin")==True].label.unique()) & set(df[df.image_path.str.contains("dermaamin")==False].label.unique()) 234 | df = df[df.label.isin(combo)] 235 | df["low"] = df['label'].astype('category').cat.codes 236 | train = df[df.image_path.str.contains("dermaamin") == False] 237 | test = df[df.image_path.str.contains("dermaamin")] 238 | elif holdout_set == "br": 239 | combo = set(df[df.image_path.str.contains("dermaamin")==True].label.unique()) & set(df[df.image_path.str.contains("dermaamin")==False].label.unique()) 240 | df = df[df.label.isin(combo)] 241 | df["low"] = df['label'].astype('category').cat.codes 242 | train = df[df.image_path.str.contains("dermaamin")] 243 | test = df[df.image_path.str.contains("dermaamin") == False] 244 | print(train.label.nunique()) 245 | print(test.label.nunique()) 246 | elif holdout_set == "a12": 247 | train = df[(df.fitzpatrick==1)|(df.fitzpatrick==2)] 248 | test = df[(df.fitzpatrick!=1)&(df.fitzpatrick!=2)] 249 | combo = set(train.label.unique()) & set(test.label.unique()) 250 | print(combo) 251 | train = train[train.label.isin(combo)].reset_index() 252 | test = test[test.label.isin(combo)].reset_index() 253 | train["low"] = train['label'].astype('category').cat.codes 254 | test["low"] = test['label'].astype('category').cat.codes 255 | elif holdout_set == "a34": 256 | train = df[(df.fitzpatrick==3)|(df.fitzpatrick==4)] 257 | test = df[(df.fitzpatrick!=3)&(df.fitzpatrick!=4)] 258 | combo = set(train.label.unique()) & set(test.label.unique()) 259 | train = train[train.label.isin(combo)].reset_index() 260 | test = test[test.label.isin(combo)].reset_index() 261 | train["low"] = train['label'].astype('category').cat.codes 262 | test["low"] = test['label'].astype('category').cat.codes 263 | elif holdout_set == "a56": 264 | train = df[(df.fitzpatrick==5)|(df.fitzpatrick==6)] 265 | test = df[(df.fitzpatrick!=5)&(df.fitzpatrick!=6)] 266 | combo = set(train.label.unique()) & set(test.label.unique()) 267 | train = train[train.label.isin(combo)].reset_index() 268 | test = test[test.label.isin(combo)].reset_index() 269 | train["low"] = train['label'].astype('category').cat.codes 270 | test["low"] = test['label'].astype('category').cat.codes 271 | print(test.shape) 272 | print(test.shape) 273 | train_path = "temp_train.csv" 274 | test_path = "temp_test.csv" 275 | train.to_csv(train_path, index=False) 276 | test.to_csv(test_path, index=False) 277 | print("Training Shape: {}, Test Shape: {} \n".format( 278 | train.shape, 279 | test.shape) 280 | ) 281 | for indexer, label in enumerate(["low"]): 282 | print(label) 283 | weights = np.array(max(train[label].value_counts())/train[label].value_counts().sort_index()) 284 | label_codes = sorted(list(train[label].unique())) 285 | dataloaders, dataset_sizes = custom_load( 286 | 256, 287 | 20, 288 | "{}".format(train_path), 289 | "{}".format(test_path)) 290 | model_ft = models.vgg16(pretrained=True) 291 | for param in model_ft.parameters(): 292 | param.requires_grad = False 293 | model_ft.classifier[6] = nn.Sequential( 294 | nn.Linear(4096, 256), 295 | nn.ReLU(), 296 | nn.Dropout(0.4), 297 | nn.Linear(256, len(label_codes)), 298 | nn.LogSoftmax(dim=1)) 299 | total_params = sum(p.numel() for p in model_ft.parameters()) 300 | print('{} total parameters'.format(total_params)) 301 | total_trainable_params = sum( 302 | p.numel() for p in model_ft.parameters() if p.requires_grad) 303 | print('{} total trainable parameters'.format(total_trainable_params)) 304 | model_ft = model_ft.to(device) 305 | model_ft = nn.DataParallel(model_ft) 306 | class_weights = torch.FloatTensor(weights).cuda() 307 | criterion = nn.NLLLoss() 308 | optimizer_ft = optim.Adam(model_ft.parameters()) 309 | exp_lr_scheduler = lr_scheduler.StepLR( 310 | optimizer_ft, 311 | step_size=7, 312 | gamma=0.1) 313 | print("\nTraining classifier for {}........ \n".format(label)) 314 | print("....... processing ........ \n") 315 | model_ft, training_results = train_model( 316 | label, 317 | dataloaders, device, 318 | dataset_sizes, model_ft, 319 | criterion, optimizer_ft, 320 | exp_lr_scheduler, n_epochs) 321 | print("Training Complete") 322 | torch.save(model_ft.state_dict(), "model_path_{}_{}_{}.pth".format(n_epochs, label, holdout_set)) 323 | print("gold") 324 | training_results.to_csv("training_{}_{}_{}.csv".format(n_epochs, label, holdout_set)) 325 | model = model_ft.eval() 326 | loader = dataloaders["val"] 327 | prediction_list = [] 328 | fitzpatrick_list = [] 329 | hasher_list = [] 330 | labels_list = [] 331 | p_list = [] 332 | topk_p = [] 333 | topk_n = [] 334 | d1 = [] 335 | d2 = [] 336 | d3 = [] 337 | p1 = [] 338 | p2 = [] 339 | p3 = [] 340 | with torch.no_grad(): 341 | running_corrects = 0 342 | for i, batch in enumerate(dataloaders['val']): 343 | inputs = batch["image"].to(device) 344 | classes = batch[label].to(device) 345 | fitzpatrick = batch["fitzpatrick"] 346 | hasher = batch["hasher"] 347 | outputs = model(inputs.float()) 348 | probability = outputs 349 | ppp, preds = torch.topk(probability, 1) 350 | if label == "low": 351 | _, preds5 = torch.topk(probability, 3) 352 | topk_p.append(np.exp(_.cpu()).tolist()) 353 | topk_n.append(preds5.cpu().tolist()) 354 | running_corrects += torch.sum(preds == classes.data) 355 | p_list.append(ppp.cpu().tolist()) 356 | prediction_list.append(preds.cpu().tolist()) 357 | labels_list.append(classes.tolist()) 358 | fitzpatrick_list.append(fitzpatrick.tolist()) 359 | hasher_list.append(hasher) 360 | acc = float(running_corrects)/float(dataset_sizes['val']) 361 | if label == "low": 362 | for j in topk_n: 363 | for i in j: 364 | d1.append(i[0]) 365 | d2.append(i[1]) 366 | d3.append(i[2]) 367 | for j in topk_p: 368 | for i in j: 369 | print(i) 370 | p1.append(i[0]) 371 | p2.append(i[1]) 372 | p3.append(i[2]) 373 | df_x=pd.DataFrame({ 374 | "hasher": flatten(hasher_list), 375 | "label": flatten(labels_list), 376 | "fitzpatrick": flatten(fitzpatrick_list), 377 | "prediction_probability": flatten(p_list), 378 | "prediction": flatten(prediction_list), 379 | "d1": d1, 380 | "d2": d2, 381 | "d3": d3, 382 | "p1": p1, 383 | "p2": p2, 384 | "p3": p3}) 385 | else: 386 | print(len(flatten(hasher_list))) 387 | print(len(flatten(labels_list))) 388 | print(len(flatten(fitzpatrick_list))) 389 | print(len(flatten(p_list))) 390 | print(len(flatten(prediction_list))) 391 | df_x=pd.DataFrame({ 392 | "hasher": flatten(hasher_list), 393 | "label": flatten(labels_list), 394 | "fitzpatrick": flatten(fitzpatrick_list), 395 | "prediction_probability": flatten(p_list), 396 | "prediction": flatten(prediction_list)}) 397 | df_x.to_csv("results_{}_{}_{}.csv".format(n_epochs, label, holdout_set), 398 | index=False) 399 | print("\n Accuracy: {} \n".format(acc)) 400 | print("done") 401 | -------------------------------------------------------------------------------- /annotation_evaluation/data/x_heatmap_df.csv: -------------------------------------------------------------------------------- 1 | image,e,e2,e3,s,c,ita_s,reads,agreement,difficulty,ita 2 | df71e3f044c167de37cf68692e3316ff.jpg,5.0,6.0,6.0,6.0,6.0,4.9164358670684205,27.0,0.783,0.778,4.0 3 | 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