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386 lines
433 KiB
Plaintext
386 lines
433 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-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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"colors = ['red', 'orange', 'yellow', 'pink', 'green', 'gold', 'magenta', 'cyan', 'violet']\n",
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"losses = [0.2072, 0.3879, 0.0112, 0.0357, 0.0241]"
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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": 3,
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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-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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]
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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_img = [f for f in lst_data if f.startswith('img')]\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_img.sort()\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": 86,
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"metadata": {},
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"outputs": [],
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"source": [
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"avg_loss_list = [item[0] for item in lst_rst]\n",
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"avg_precision_list = [item[1] for item in lst_rst]\n",
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"avg_recall_list = [item[2] for item in lst_rst]\n",
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"avg_accuracy_list = [item[3] for item in lst_rst]\n",
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"avg_f1_list = [item[4] for item in lst_rst]\n",
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"avg_iou_list = [item[5] for item in lst_rst]\n",
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"model_list = ['BCE', 'Dice', 'Focal', 'L1', 'L2']"
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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": 97,
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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": [
|
|
"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 metrics for each test case')\n",
|
|
"plt.legend(loc='right', bbox_to_anchor=(0.99, 0.3))\n",
|
|
"# plt.legend(loc='lower right')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"unet PR AUC: 0.704, minDist: 0.497, (0.885424512257604, 0.51682025846915)\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"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"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",
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"\n",
|
|
" # PR 커브 계산 및 그리기\n",
|
|
" precision, recall, _ = precision_recall_curve(y_true, y_score)\n",
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|
"\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": 11,
|
|
"metadata": {},
|
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"outputs": [
|
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{
|
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"name": "stdout",
|
|
"output_type": "stream",
|
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"text": [
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"unet ROC AUC: 0.760, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n",
|
|
"unet-dice-loss ROC AUC: 0.760, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n",
|
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"unet-focal-loss ROC AUC: 0.760, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n",
|
|
"unet-l1 ROC AUC: 0.760, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n",
|
|
"unet-l2 ROC AUC: 0.760, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n"
|
|
]
|
|
},
|
|
{
|
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"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<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",
|
|
" 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 = {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: {pr_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": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x950 with 56 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# id = 7\n",
|
|
"h, w = 0, 2\n",
|
|
"lst_idx = [857,739,986,2,592,333,487,155]\n",
|
|
"names = ['BCE', 'Dice', 'Focal', 'L1', 'L2']\n",
|
|
"fig, axs = plt.subplots(len(lst_idx), 7, figsize=(8, 9.5))\n",
|
|
"\n",
|
|
"for id in lst_idx:\n",
|
|
" result_dir = os.path.join(base_dirs[0], 'result')\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",
|
|
" axs[h,0].imshow(img, cmap='gray')\n",
|
|
" axs[h,0].axis('off')\n",
|
|
" if h == 0:\n",
|
|
" axs[h,0].set_title(f'Image')\n",
|
|
" axs[h,1].imshow(gt, cmap='gray')\n",
|
|
" axs[h,1].axis('off')\n",
|
|
" if h == 0:\n",
|
|
" axs[h,1].set_title(f'GT')\n",
|
|
"\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",
|
|
" pr = np.load(os.path.join(result_dir,\"numpy\", lst_pr[id]))\n",
|
|
" axs[h,w].imshow(pr, cmap='gray')\n",
|
|
" axs[h,w].axis('off')\n",
|
|
" if h == 0:\n",
|
|
" axs[h,w].set_title(f'{names[w-2]}')\n",
|
|
" w += 1\n",
|
|
" if w == 7:\n",
|
|
" w = 2\n",
|
|
" h += 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
|
|
}
|