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20_Final_Project/thesis_model_test.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualize"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, precision_recall_curve\n",
"\n",
"base_dirs = ['./2nd_Battery/unet',\n",
" './2nd_Battery/unet-mini',\n",
" './2nd_Battery/unet-dice-loss',\n",
" './2nd_Battery/unet-focal-loss',\n",
" './2nd_Battery/unet-sgd',\n",
" './2nd_Battery/unet-rmsprop',\n",
" './2nd_Battery/unet-l1',\n",
" './2nd_Battery/unet-l2',\n",
" './2nd_Battery/unet-l1+l2']\n",
"colors = ['red', 'orange', 'yellow', 'pink', 'green', 'gold', 'magenta', 'cyan', 'violet']\n",
"losses = [0.2072, 0.1324, 0.3879, 0.0112, 0.1787, 0.1666, 0.0357, 0.0241, 0.0550]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"unet - precision: 0.582, recall: 0.895, accuracy: 0.958, f1: 0.685, iou: 0.550\n",
"unet-mini - precision: 0.708, recall: 0.929, accuracy: 0.973, f1: 0.794, iou: 0.676\n",
"unet-dice-loss - precision: 0.509, recall: 0.934, accuracy: 0.946, f1: 0.642, iou: 0.492\n",
"unet-focal-loss - precision: 0.894, recall: 0.762, accuracy: 0.984, f1: 0.818, iou: 0.711\n",
"unet-sgd - precision: 0.541, recall: 0.960, accuracy: 0.956, f1: 0.681, iou: 0.530\n",
"unet-rmsprop - precision: 0.855, recall: 0.789, accuracy: 0.984, f1: 0.794, iou: 0.696\n",
"unet-l1 - precision: 0.670, recall: 0.885, accuracy: 0.971, f1: 0.752, iou: 0.618\n",
"unet-l2 - precision: 0.778, recall: 0.788, accuracy: 0.977, f1: 0.777, iou: 0.649\n",
"unet-l1+l2 - precision: 0.714, recall: 0.908, accuracy: 0.976, f1: 0.790, iou: 0.667\n"
]
}
],
"source": [
"lst_rst, lst_cdata = [], []\n",
"idx = 0\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",
" # id = 0\n",
" length = 1000\n",
" tp_list, tn_list, fp_list, fn_list, rst_list = [], [], [], [], []\n",
"\n",
" for id in range(0, length):\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",
" tp = np.sum(np.logical_and(gt == 1, pr == 1))\n",
" tn = np.sum(np.logical_and(gt == 0, pr == 0))\n",
" fp = np.sum(np.logical_and(gt == 0, pr == 1))\n",
" fn = np.sum(np.logical_and(gt == 1, pr == 0))\n",
"\n",
" precision = tp / (tp + fp) # precision = TP / (TP + FP)\n",
" recall = tp / (tp + fn) # recall = TP / (TP + FN), SE(Sensitivity), hit rate\n",
" accuracy = (tp + tn) / (tp + tn + fp + fn)\n",
" f1 = 2 * precision * recall / (precision + recall)\n",
" iou = tp / (tp + fn + fp) \n",
"\n",
" tp_list.append(tp)\n",
" tn_list.append(tn)\n",
" fp_list.append(fp)\n",
" fn_list.append(fn)\n",
"\n",
"\n",
" # output_binary = (pr > 0).astype(np.int32)\n",
" # label_flat = gt.flatten().astype(np.int32)\n",
" # output_flat = output_binary.flatten().astype(np.int32)\n",
"\n",
" # accuracy = accuracy_score(label_flat, output_flat)\n",
" # precision = precision_score(label_flat, output_flat)\n",
" # recall = recall_score(label_flat, output_flat)\n",
" # f1 = f1_score(label_flat, output_flat)\n",
"\n",
" rst_list.append((precision, recall, accuracy, f1, iou))\n",
" \n",
" # avg_precision = sum(item[0] for item in rst_list) / len(rst_list)\n",
" # avg_recall = sum(item[1] for item in rst_list) / len(rst_list)\n",
" # avg_accuracy = sum(item[2] for item in rst_list) / len(rst_list)\n",
" # avg_f1 = sum(item[3] for item in rst_list) / len(rst_list)\n",
" # avg_iou = sum(item[4] for item in rst_list) / len(rst_list)\n",
" avg_precision = np.mean([item[0] for item in rst_list])\n",
" avg_recall = np.mean([item[1] for item in rst_list])\n",
" avg_accuracy = np.mean([item[2] for item in rst_list])\n",
" avg_f1 = np.mean([item[3] for item in rst_list])\n",
" avg_iou = np.mean([item[4] for item in rst_list])\n",
" 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",
"\n",
" total_tp = np.sum(tp_list)\n",
" total_tn = np.sum(tn_list)\n",
" total_fp = np.sum(fp_list)\n",
" total_fn = np.sum(fn_list)\n",
" y_true = np.concatenate([np.ones(total_tp + total_fn), np.zeros(total_tn + total_fp)])\n",
" y_score = np.concatenate([np.ones(total_tp), np.zeros(total_fn), np.ones(total_fp), np.zeros(total_tn)])\n",
"\n",
" lst_cdata.append((y_true, y_score))\n",
" lst_rst.append((losses[idx], avg_precision, avg_recall, avg_accuracy, avg_f1, avg_iou))\n",
" idx += 1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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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 = ['unet', 'mini', 'dice-loss', 'focal-loss', 'SGD', 'RMSProp', 'L1-loss', 'L2-loss', 'L1+L2-loss']\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": 4,
"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-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-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-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": [
"<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": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"unet ROC AUC: 0.789, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n",
"unet-mini ROC AUC: 0.789, minDist: 0.081, (0.02485883834974988, 0.9224052152557138)\n",
"unet-dice-loss ROC AUC: 0.789, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n",
"unet-focal-loss ROC AUC: 0.789, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n",
"unet-sgd ROC AUC: 0.789, minDist: 0.063, (0.0434974242368962, 0.9538732855195041)\n",
"unet-rmsprop ROC AUC: 0.789, minDist: 0.247, (0.0055918602005307965, 0.7531937969524044)\n",
"unet-l1 ROC AUC: 0.789, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n",
"unet-l2 ROC AUC: 0.789, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n",
"unet-l1+l2 ROC AUC: 0.789, minDist: 0.101, (0.020355838523738234, 0.9011364203573499)\n"
]
},
{
"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": 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
}