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377 lines
403 KiB
Plaintext
377 lines
403 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Visualize"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import cv2\n",
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"from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, precision_recall_curve\n",
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"\n",
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"base_dirs = ['./2nd_Battery/unet',\n",
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" './2nd_Battery/unet-mini',\n",
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" './2nd_Battery/unet-sgd',\n",
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" './2nd_Battery/unet-rmsprop',\n",
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" './2nd_Battery/unet-dice-loss',\n",
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" './2nd_Battery/unet-focal-loss',\n",
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" './2nd_Battery/unet-l1',\n",
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" './2nd_Battery/unet-l2',\n",
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" './2nd_Battery/unet-l1+l2']\n",
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"colors = ['red', 'orange', 'yellow', 'pink', 'green', 'gold', 'magenta', 'cyan', 'violet']\n",
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"losses = [0.2072, 0.1324, 0.1787, 0.1666, 0.3879, 0.0112, 0.0357, 0.0241, 0.0550]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"unet - precision: 0.582, recall: 0.895, accuracy: 0.958, f1: 0.685, iou: 0.550\n",
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"unet-mini - precision: 0.708, recall: 0.929, accuracy: 0.973, f1: 0.794, iou: 0.676\n",
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"unet-sgd - precision: 0.541, recall: 0.960, accuracy: 0.956, f1: 0.681, iou: 0.530\n",
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"unet-rmsprop - precision: 0.855, recall: 0.789, accuracy: 0.984, f1: 0.794, iou: 0.696\n",
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"unet-dice-loss - precision: 0.509, recall: 0.934, accuracy: 0.946, f1: 0.642, iou: 0.492\n",
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"unet-focal-loss - precision: 0.894, recall: 0.762, accuracy: 0.984, f1: 0.818, iou: 0.711\n",
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"unet-l1 - precision: 0.670, recall: 0.885, accuracy: 0.971, f1: 0.752, iou: 0.618\n",
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"unet-l2 - precision: 0.778, recall: 0.788, accuracy: 0.977, f1: 0.777, iou: 0.649\n",
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"unet-l1+l2 - precision: 0.714, recall: 0.908, accuracy: 0.976, f1: 0.790, iou: 0.667\n"
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]
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}
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],
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"source": [
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"lst_rst, lst_cdata = [], []\n",
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"idx = 0\n",
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"\n",
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"for base_dir in base_dirs:\n",
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" result_dir = os.path.join(base_dir, 'result')\n",
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"\n",
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" ##\n",
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" lst_data = os.listdir(os.path.join(result_dir, 'numpy'))\n",
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"\n",
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" lst_gt = [f for f in lst_data if f.startswith('gt')]\n",
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" lst_pr = [f for f in lst_data if f.startswith('pr')]\n",
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"\n",
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" lst_gt.sort()\n",
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" lst_pr.sort()\n",
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"\n",
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" ##\n",
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" # id = 0\n",
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" length = 1000\n",
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" tp_list, tn_list, fp_list, fn_list, rst_list = [], [], [], [], []\n",
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"\n",
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" for id in range(0, length):\n",
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" # img = np.load(os.path.join(result_dir,\"numpy\", lst_img[id]))\n",
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" gt = np.load(os.path.join(result_dir,\"numpy\", lst_gt[id]))\n",
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" pr = np.load(os.path.join(result_dir,\"numpy\", lst_pr[id]))\n",
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"\n",
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" tp = np.sum(np.logical_and(gt == 1, pr == 1))\n",
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" tn = np.sum(np.logical_and(gt == 0, pr == 0))\n",
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" fp = np.sum(np.logical_and(gt == 0, pr == 1))\n",
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" fn = np.sum(np.logical_and(gt == 1, pr == 0))\n",
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"\n",
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" precision = tp / (tp + fp) # precision = TP / (TP + FP)\n",
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" recall = tp / (tp + fn) # recall = TP / (TP + FN), SE(Sensitivity), hit rate\n",
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" accuracy = (tp + tn) / (tp + tn + fp + fn)\n",
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" f1 = 2 * precision * recall / (precision + recall)\n",
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" iou = tp / (tp + fn + fp) \n",
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"\n",
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" tp_list.append(tp)\n",
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" tn_list.append(tn)\n",
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" fp_list.append(fp)\n",
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" fn_list.append(fn)\n",
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"\n",
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"\n",
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" # output_binary = (pr > 0).astype(np.int32)\n",
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" # label_flat = gt.flatten().astype(np.int32)\n",
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" # output_flat = output_binary.flatten().astype(np.int32)\n",
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"\n",
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" # accuracy = accuracy_score(label_flat, output_flat)\n",
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" # precision = precision_score(label_flat, output_flat)\n",
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" # recall = recall_score(label_flat, output_flat)\n",
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" # f1 = f1_score(label_flat, output_flat)\n",
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"\n",
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" rst_list.append((precision, recall, accuracy, f1, iou))\n",
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" \n",
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" # avg_precision = sum(item[0] for item in rst_list) / len(rst_list)\n",
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" # avg_recall = sum(item[1] for item in rst_list) / len(rst_list)\n",
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" # avg_accuracy = sum(item[2] for item in rst_list) / len(rst_list)\n",
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" # avg_f1 = sum(item[3] for item in rst_list) / len(rst_list)\n",
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" # avg_iou = sum(item[4] for item in rst_list) / len(rst_list)\n",
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" avg_precision = np.mean([item[0] for item in rst_list])\n",
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" avg_recall = np.mean([item[1] for item in rst_list])\n",
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" avg_accuracy = np.mean([item[2] for item in rst_list])\n",
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" avg_f1 = np.mean([item[3] for item in rst_list])\n",
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" avg_iou = np.mean([item[4] for item in rst_list])\n",
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" print(f'{os.path.basename(base_dir)} - precision: {avg_precision:.3f}, recall: {avg_recall:.3f}, accuracy: {avg_accuracy:.3f}, f1: {avg_f1:.3f}, iou: {avg_iou:.3f}')\n",
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"\n",
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" total_tp = np.sum(tp_list)\n",
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" total_tn = np.sum(tn_list)\n",
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" total_fp = np.sum(fp_list)\n",
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" total_fn = np.sum(fn_list)\n",
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" y_true = np.concatenate([np.ones(total_tp + total_fn), np.zeros(total_tn + total_fp)])\n",
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" y_score = np.concatenate([np.ones(total_tp), np.zeros(total_fn), np.ones(total_fp), np.zeros(total_tn)])\n",
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"\n",
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" lst_cdata.append((y_true, y_score))\n",
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" lst_rst.append((losses[idx], avg_precision, avg_recall, avg_accuracy, avg_f1, avg_iou))\n",
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" idx += 1"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"avg_loss_list = [item[0] for item in lst_rst]\n",
|
|
"avg_precision_list = [item[1] for item in lst_rst]\n",
|
|
"avg_recall_list = [item[2] for item in lst_rst]\n",
|
|
"avg_accuracy_list = [item[3] for item in lst_rst]\n",
|
|
"avg_f1_list = [item[4] for item in lst_rst]\n",
|
|
"avg_iou_list = [item[5] for item in lst_rst]\n",
|
|
"model_list = ['U-Net', 'Mini', 'SGD', 'RMSProp', 'Dice', 'Focal', 'L1', 'L2', 'L1+L2']\n",
|
|
"\n",
|
|
"plt.plot(model_list, avg_loss_list, '-', color='blue', label=f'Avg Loss')\n",
|
|
"plt.plot(model_list, avg_precision_list, '-', color='green', label=f'Avg Precision')\n",
|
|
"plt.plot(model_list, avg_recall_list, '-', color='red', label=f'Avg Recall')\n",
|
|
"plt.plot(model_list, avg_accuracy_list, '-', color='gold', label=f'Avg Accuracy')\n",
|
|
"plt.plot(model_list, avg_f1_list, '-', color='orange', label=f'Avg F1-Score')\n",
|
|
"plt.plot(model_list, avg_iou_list, '-', color='pink', label=f'mIoU')\n",
|
|
"plt.title('Performance Evaluation of Different Models')\n",
|
|
"plt.legend(bbox_to_anchor=(0.69, 0.4))\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"unet PR AUC: 0.704, minDist: 0.497, (0.885424512257604, 0.51682025846915)\n",
|
|
"unet-mini PR AUC: 0.780, minDist: 0.375, (0.9224052152557138, 0.6334823172698756)\n",
|
|
"unet-sgd PR AUC: 0.731, minDist: 0.497, (0.9538732855195041, 0.5053105923119683)\n",
|
|
"unet-rmsprop PR AUC: 0.813, minDist: 0.283, (0.7531937969524044, 0.8625253033281114)\n",
|
|
"unet-dice-loss PR AUC: 0.692, minDist: 0.555, (0.931617865125619, 0.44876511258753)\n",
|
|
"unet-focal-loss PR AUC: 0.822, minDist: 0.277, (0.7487617009547043, 0.8840717896362793)\n",
|
|
"unet-l1 PR AUC: 0.754, minDist: 0.393, (0.8766366499467493, 0.626387811957221)\n",
|
|
"unet-l2 PR AUC: 0.760, minDist: 0.349, (0.7813983872652583, 0.7285129156027101)\n",
|
|
"unet-l1+l2 PR AUC: 0.789, minDist: 0.341, (0.9011364203573499, 0.6734219064478764)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import precision_recall_curve, auc\n",
|
|
"\n",
|
|
"idx = 0\n",
|
|
"for cdata in lst_cdata:\n",
|
|
" y_true, y_score = cdata\n",
|
|
"\n",
|
|
" # PR 커브 계산 및 그리기\n",
|
|
" precision, recall, _ = precision_recall_curve(y_true, y_score)\n",
|
|
"\n",
|
|
" # AUC 계산\n",
|
|
" pr_auc = auc(recall, precision)\n",
|
|
" plt.plot(recall, precision, '-', color=colors[idx], label=f'{os.path.basename(base_dirs[idx])}(AUC = {pr_auc:.3f})')\n",
|
|
"\n",
|
|
" # (1, 1)에 가장 가까운 점 찾기\n",
|
|
" min_distance = float('inf')\n",
|
|
" closest_point = None\n",
|
|
" for i in range(len(recall)):\n",
|
|
" distance = ((1 - recall[i])**2 + (1 - precision[i])**2)**0.5\n",
|
|
" if distance < min_distance:\n",
|
|
" min_distance = distance\n",
|
|
" closest_point = i\n",
|
|
" plt.scatter(recall[closest_point], precision[closest_point], color=colors[idx], marker='o')\n",
|
|
"\n",
|
|
" print(f'{os.path.basename(base_dirs[idx])} PR AUC: {pr_auc:.3f}, minDist: {min_distance:.3f}, {(recall[closest_point], precision[closest_point])}')\n",
|
|
" idx += 1\n",
|
|
"\n",
|
|
"plt.plot([0.0, 1.05], [0.0, 1.05], '--', color='navy', label='baseline')\n",
|
|
"plt.xlabel('Recall')\n",
|
|
"plt.ylabel('Precision')\n",
|
|
"plt.title('PR Curve')\n",
|
|
"plt.legend()\n",
|
|
"plt.xlim([0.0, 1.0])\n",
|
|
"plt.ylim([0.0, 1.05])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"unet ROC AUC: 0.923, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n",
|
|
"unet-mini ROC AUC: 0.949, minDist: 0.081, (0.02485883834974988, 0.9224052152557138)\n",
|
|
"unet-sgd ROC AUC: 0.955, minDist: 0.063, (0.0434974242368962, 0.9538732855195041)\n",
|
|
"unet-rmsprop ROC AUC: 0.874, minDist: 0.247, (0.0055918602005307965, 0.7531937969524044)\n",
|
|
"unet-dice-loss ROC AUC: 0.939, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n",
|
|
"unet-focal-loss ROC AUC: 0.872, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n",
|
|
"unet-l1 ROC AUC: 0.926, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n",
|
|
"unet-l2 ROC AUC: 0.884, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n",
|
|
"unet-l1+l2 ROC AUC: 0.940, minDist: 0.101, (0.020355838523738234, 0.9011364203573499)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import roc_curve, roc_auc_score\n",
|
|
"\n",
|
|
"idx = 0\n",
|
|
"for cdata in lst_cdata:\n",
|
|
" y_true, y_score = cdata\n",
|
|
"\n",
|
|
" # AUC 계산\n",
|
|
" roc_auc = roc_auc_score(y_true, y_score)\n",
|
|
"\n",
|
|
" # ROC 커브 계산 및 그리기\n",
|
|
" fpr, tpr, _ = roc_curve(y_true, y_score)\n",
|
|
" plt.plot(fpr, tpr, color=colors[idx], label=f'{os.path.basename(base_dirs[idx])}(AUC = {roc_auc:.3f})')\n",
|
|
"\n",
|
|
" # (0, 1)에 가장 가까운 점 찾기\n",
|
|
" min_distance = float('inf')\n",
|
|
" closest_point = None\n",
|
|
" for i in range(len(fpr)):\n",
|
|
" distance = ((0 - fpr[i])**2 + (1 - tpr[i])**2)**0.5\n",
|
|
" if distance < min_distance:\n",
|
|
" min_distance = distance\n",
|
|
" closest_point = i\n",
|
|
" plt.scatter(fpr[closest_point], tpr[closest_point], color=colors[idx], marker='o')\n",
|
|
"\n",
|
|
" print(f'{os.path.basename(base_dirs[idx])} ROC AUC: {roc_auc:.3f}, minDist: {min_distance:.3f}, {(fpr[closest_point], tpr[closest_point])}')\n",
|
|
" idx += 1\n",
|
|
"\n",
|
|
"plt.plot([0.0, 1.05], [0.0, 1.05], '--', color='navy', label='baseline')\n",
|
|
"plt.xlabel('FPR')\n",
|
|
"plt.ylabel('TPR')\n",
|
|
"plt.title('ROC Curve')\n",
|
|
"plt.legend()\n",
|
|
"plt.xlim([0.0, 1.0])\n",
|
|
"plt.ylim([0.0, 1.05])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"id = 7\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(3, 3, figsize=(10, 10))\n",
|
|
"idx = 0\n",
|
|
"for base_dir in base_dirs:\n",
|
|
" result_dir = os.path.join(base_dir, 'result')\n",
|
|
"\n",
|
|
" ##\n",
|
|
" lst_data = os.listdir(os.path.join(result_dir, 'numpy'))\n",
|
|
"\n",
|
|
" lst_gt = [f for f in lst_data if f.startswith('gt')]\n",
|
|
" lst_pr = [f for f in lst_data if f.startswith('pr')]\n",
|
|
"\n",
|
|
" lst_gt.sort()\n",
|
|
" lst_pr.sort()\n",
|
|
"\n",
|
|
" ##\n",
|
|
" # img = np.load(os.path.join(result_dir,\"numpy\", lst_img[id]))\n",
|
|
" # gt = np.load(os.path.join(result_dir,\"numpy\", lst_gt[id]))\n",
|
|
" pr = np.load(os.path.join(result_dir,\"numpy\", lst_pr[id]))\n",
|
|
"\n",
|
|
" axs[idx//3,idx%3].imshow(pr, cmap='gray')\n",
|
|
" axs[idx//3,idx%3].axis('off')\n",
|
|
" axs[idx//3,idx%3].set_title(f'{os.path.basename(base_dir)}')\n",
|
|
"\n",
|
|
" idx += 1\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"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": "3.10.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|