{"id":1055,"date":"2026-05-14T19:14:12","date_gmt":"2026-05-14T11:14:12","guid":{"rendered":"https:\/\/www.eutaboo.com\/index.php\/2026\/05\/14\/%e3%80%8annu-net-0%e5%9f%ba%e7%a1%80%e5%85%a5%e9%97%a8%ef%bc%887%ef%bc%89%ef%bc%9a%e6%8e%a8%e7%90%86%e4%b8%8e%e7%bb%93%e6%9e%9c%e8%af%84%e4%bc%b0%ef%bc%8c%e4%bb%8e%e9%a2%84%e6%b5%8b%e6%96%87%e4%bb%b6\/"},"modified":"2026-05-14T19:14:12","modified_gmt":"2026-05-14T11:14:12","slug":"%e3%80%8annu-net-0%e5%9f%ba%e7%a1%80%e5%85%a5%e9%97%a8%ef%bc%887%ef%bc%89%ef%bc%9a%e6%8e%a8%e7%90%86%e4%b8%8e%e7%bb%93%e6%9e%9c%e8%af%84%e4%bc%b0%ef%bc%8c%e4%bb%8e%e9%a2%84%e6%b5%8b%e6%96%87%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/www.eutaboo.com\/index.php\/2026\/05\/14\/%e3%80%8annu-net-0%e5%9f%ba%e7%a1%80%e5%85%a5%e9%97%a8%ef%bc%887%ef%bc%89%ef%bc%9a%e6%8e%a8%e7%90%86%e4%b8%8e%e7%bb%93%e6%9e%9c%e8%af%84%e4%bc%b0%ef%bc%8c%e4%bb%8e%e9%a2%84%e6%b5%8b%e6%96%87%e4%bb%b6\/","title":{"rendered":"\u300annU-Net 0\u57fa\u7840\u5165\u95e8\uff087\uff09\uff1a\u63a8\u7406\u4e0e\u7ed3\u679c\u8bc4\u4f30\uff0c\u4ece\u9884\u6d4b\u6587\u4ef6\u5230 Dice \u6307\u6807\u300b"},"content":{"rendered":"<h2>\u672c\u7bc7\u5b66\u4e60\u76ee\u6807<\/h2>\n<p>\u8fd9\u662f\u300annU-Net 0\u57fa\u7840\u5165\u95e8\u300b\u7cfb\u5217\u7684\u7b2c 7 \u7bc7\u3002\u524d\u9762\u6211\u4eec\u5df2\u7ecf\u5b8c\u6210\u8bad\u7ec3\u548c\u6700\u4f73\u914d\u7f6e\u9009\u62e9\u3002\u672c\u6587\u628a\u63a8\u7406\u548c\u8bc4\u4f30\u4e32\u8d77\u6765\uff1a\u600e\u6837\u6279\u91cf\u9884\u6d4b\uff0c\u4ec0\u4e48\u65f6\u5019\u4fdd\u5b58 probabilities\uff0c\u5982\u4f55 ensemble \u548c postprocessing\uff0c\u4ee5\u53ca\u600e\u6837\u8ba1\u7b97\u57fa\u7840 Dice \u6307\u6807\u3002<\/p>\n<p>\u8bfb\u5b8c\u672c\u6587\uff0c\u4f60\u5e94\u8be5\u80fd\u591f\uff1a<\/p>\n<ol>\n<li>\u6b63\u786e\u51c6\u5907 <code>nnUNetv2_predict<\/code> \u7684\u8f93\u5165\u76ee\u5f55\u3002<\/li>\n<li>\u7406\u89e3 <code>--save_probabilities<\/code>\u3001<code>nnUNetv2_ensemble<\/code> \u548c <code>nnUNetv2_apply_postprocessing<\/code> \u7684\u4f5c\u7528\u3002<\/li>\n<li>\u77e5\u9053\u4f55\u65f6\u4f7f\u7528 <code>inference_instructions.txt<\/code>\u3002<\/li>\n<li>\u7528\u5b98\u65b9\u8bc4\u4f30\u5165\u53e3\u8ba1\u7b97\u9884\u6d4b\u7ed3\u679c\u548c ground truth \u4e4b\u95f4\u7684 Dice\u3002<\/li>\n<\/ol>\n<h2>1. \u63a8\u7406\u524d\u5148\u786e\u8ba4\u8f93\u5165\u547d\u540d<\/h2>\n<p><strong>\u63a8\u7406<\/strong>\u5c31\u662f\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u5bf9\u65b0\u56fe\u50cf\u751f\u6210\u5206\u5272\u7ed3\u679c\u3002nnU-Net v2 \u7684\u63a8\u7406\u8f93\u5165\u4e0d\u662f\u968f\u4fbf\u653e\u56fe\u50cf\u5c31\u884c\uff0c\u800c\u662f\u5fc5\u987b\u5339\u914d\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u547d\u540d\u89c4\u5219\u548c\u6587\u4ef6\u540e\u7f00\u3002<\/p>\n<p>\u5355\u901a\u9053\u8f93\u5165\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-text\">input_images\/\n\u251c\u2500\u2500 case_001_0000.nii.gz\n\u2514\u2500\u2500 case_002_0000.nii.gz<\/code><\/pre>\n<p>\u4e24\u901a\u9053\u8f93\u5165\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-text\">input_images\/\n\u251c\u2500\u2500 case_001_0000.nii.gz\n\u251c\u2500\u2500 case_001_0001.nii.gz\n\u251c\u2500\u2500 case_002_0000.nii.gz\n\u2514\u2500\u2500 case_002_0001.nii.gz<\/code><\/pre>\n<p>\u8fd9\u91cc\u7684 <code>_0000<\/code>\u3001<code>_0001<\/code> \u662f channel \u7f16\u53f7\u3002\u63a8\u7406\u8f93\u5165\u6ca1\u6709\u6807\u7b7e\u6587\u4ef6\uff0c\u56e0\u4e3a\u6807\u7b7e\u6b63\u662f\u6a21\u578b\u8981\u9884\u6d4b\u7684\u7ed3\u679c\u3002<\/p>\n<h2>2. \u6700\u57fa\u7840\u7684\u9884\u6d4b\u547d\u4ee4<\/h2>\n<p>\u5b98\u65b9\u63a8\u7406\u6587\u6863\u7ed9\u51fa\u7684\u57fa\u7840\u547d\u4ee4\u662f\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_predict -i INPUT_FOLDER -o OUTPUT_FOLDER -d DATASET_NAME_OR_ID -c CONFIGURATION<\/code><\/pre>\n<p>\u4f8b\u5982\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_predict \\\n  -i .\/input_images \\\n  -o .\/predictions_3d_fullres \\\n  -d 1 \\\n  -c 3d_fullres<\/code><\/pre>\n<p>\u53c2\u6570\u89e3\u91ca\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u542b\u4e49<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>-i<\/code><\/td>\n<td>\u8f93\u5165\u56fe\u50cf\u76ee\u5f55<\/td>\n<\/tr>\n<tr>\n<td><code>-o<\/code><\/td>\n<td>\u9884\u6d4b\u7ed3\u679c\u8f93\u51fa\u76ee\u5f55<\/td>\n<\/tr>\n<tr>\n<td><code>-d<\/code><\/td>\n<td>\u6570\u636e\u96c6\u7f16\u53f7\u6216\u540d\u79f0<\/td>\n<\/tr>\n<tr>\n<td><code>-c<\/code><\/td>\n<td>configuration\uff0c\u4f8b\u5982 <code>2d<\/code> \u6216 <code>3d_fullres<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b98\u65b9\u6587\u6863\u63d0\u9192\uff1a\u5982\u679c\u4f60\u5df2\u7ecf\u8fd0\u884c\u8fc7 <code>nnUNetv2_find_best_configuration<\/code>\uff0c\u5e94\u4f18\u5148\u4f7f\u7528\u5b83\u751f\u6210\u7684 <code>inference_instructions.txt<\/code>\u3002\u8fd9\u4e2a\u6587\u4ef6\u4f1a\u5199\u51fa\u63a8\u8350\u63a8\u7406\u547d\u4ee4\uff0c\u5c24\u5176\u5728\u4f7f\u7528 ensemble \u548c postprocessing \u65f6\u66f4\u53ef\u9760\u3002<\/p>\n<h2>3. fold \u7684\u9009\u62e9\uff1a\u9ed8\u8ba4 5 folds ensemble<\/h2>\n<p>\u5b98\u65b9\u63a8\u7406\u6587\u6863\u8bf4\u660e\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u63a8\u7406\u4f1a\u4f7f\u7528 5 \u4e2a\u5df2\u8bad\u7ec3 fold \u505a ensemble\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u8bad\u7ec3\u4e86 fold 0 \u5230 fold 4\uff0c\u9ed8\u8ba4\u63a8\u7406\u4f1a\u7ec4\u5408\u8fd9\u4e9b\u6a21\u578b\u3002<\/p>\n<p>\u5982\u679c\u4f60\u8bad\u7ec3\u7684\u662f <code>all<\/code> fold\uff0c\u5e76\u4e14\u53ea\u60f3\u7528\u8fd9\u4e2a\u6a21\u578b\uff0c\u53ef\u4ee5\u663e\u5f0f\u6307\u5b9a\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_predict \\\n  -i .\/input_images \\\n  -o .\/predictions_all \\\n  -d 1 \\\n  -c 3d_fullres \\\n  -f all<\/code><\/pre>\n<p><code>all<\/code> fold \u901a\u5e38\u6307\u7528\u5168\u90e8\u8bad\u7ec3\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u3002\u5b83\u9002\u5408\u6700\u7ec8\u8bad\u7ec3\uff0c\u4f46\u6ca1\u6709\u72ec\u7acb\u9a8c\u8bc1 fold\uff0c\u56e0\u6b64\u4e0d\u5e94\u7528\u6765\u66ff\u4ee3\u524d\u9762\u7684 5-fold \u6a21\u578b\u9009\u62e9\u8fc7\u7a0b\u3002<\/p>\n<h2>4. \u4ec0\u4e48\u65f6\u5019\u4fdd\u5b58 probabilities<\/h2>\n<p>\u9ed8\u8ba4\u9884\u6d4b\u7ed3\u679c\u901a\u5e38\u662f\u6700\u7ec8\u5206\u5272\u6807\u7b7e\u3002\u5982\u679c\u540e\u9762\u8981\u505a\u4e0d\u540c configuration \u7684 ensemble\uff0c\u5c31\u9700\u8981\u4fdd\u5b58\u6982\u7387\u8f93\u51fa\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_predict \\\n  -i .\/input_images \\\n  -o .\/predictions_3d_fullres \\\n  -d 1 \\\n  -c 3d_fullres \\\n  --save_probabilities<\/code><\/pre>\n<p><strong>probabilities<\/strong> \u6307\u6a21\u578b\u5bf9\u6bcf\u4e2a\u7c7b\u522b\u7684\u6982\u7387\u56fe\u3002ensemble \u4e0d\u662f\u7b80\u5355\u6295\u7968\u6587\u4ef6\u540d\uff0c\u800c\u662f\u9700\u8981\u8fd9\u4e9b\u6982\u7387\u6587\u4ef6\u4f5c\u4e3a\u8f93\u5165\u3002\u5b98\u65b9\u6587\u6863\u660e\u786e\u8bf4\u660e\uff0c<code>nnUNetv2_ensemble<\/code> \u7684\u8f93\u5165\u76ee\u5f55\u5fc5\u987b\u5305\u542b\u7531 <code>--save_probabilities<\/code> \u751f\u6210\u7684 probability files\u3002<\/p>\n<h2>5. \u591a\u914d\u7f6e ensemble<\/h2>\n<p>\u5047\u8bbe\u4f60\u5206\u522b\u9884\u6d4b\u4e86 <code>2d<\/code> \u548c <code>3d_fullres<\/code>\uff0c\u5e76\u4e14\u90fd\u4fdd\u5b58\u4e86 probabilities\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_predict \\\n  -i .\/input_images \\\n  -o .\/predictions_2d \\\n  -d 1 \\\n  -c 2d \\\n  --save_probabilities\n\nnnUNetv2_predict \\\n  -i .\/input_images \\\n  -o .\/predictions_3d_fullres \\\n  -d 1 \\\n  -c 3d_fullres \\\n  --save_probabilities<\/code><\/pre>\n<p>\u7136\u540e\u53ef\u4ee5 ensemble\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_ensemble \\\n  -i .\/predictions_2d .\/predictions_3d_fullres \\\n  -o .\/predictions_ensemble \\\n  -np 8<\/code><\/pre>\n<p><code>-np<\/code> \u8868\u793a\u4f7f\u7528\u7684\u8fdb\u7a0b\u6570\u3002ensemble \u53ef\u80fd\u63d0\u5347\u7a33\u5b9a\u6027\uff0c\u4f46\u4f1a\u589e\u52a0\u63a8\u7406\u6210\u672c\u3002\u6b63\u5f0f\u9879\u76ee\u91cc\uff0c\u5e94\u4f18\u5148\u53c2\u8003 <code>find_best_configuration<\/code> \u7684\u63a8\u8350\uff0c\u800c\u4e0d\u662f\u76f2\u76ee ensemble \u6240\u6709\u914d\u7f6e\u3002<\/p>\n<h2>6. \u5e94\u7528 postprocessing<\/h2>\n<p>\u5982\u679c <code>find_best_configuration<\/code> \u63a8\u8350\u4e86\u540e\u5904\u7406\uff0c\u53ef\u4ee5\u4f7f\u7528\u5b98\u65b9\u63a8\u7406\u6587\u6863\u4e2d\u7684\u547d\u4ee4\u5f62\u5f0f\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_apply_postprocessing \\\n  -i FOLDER_WITH_PREDICTIONS \\\n  -o OUTPUT_FOLDER \\\n  --pp_pkl_file POSTPROCESSING_FILE \\\n  -plans_json PLANS_FILE \\\n  -dataset_json DATASET_JSON_FILE<\/code><\/pre>\n<p>\u8fd9\u91cc\u4e0d\u8981\u51ed\u8bb0\u5fc6\u586b\u5199\u8def\u5f84\u3002\u5b98\u65b9\u6587\u6863\u8bf4\u660e\uff0c\u5355\u914d\u7f6e\u9884\u6d4b\u65f6 <code>plans.json<\/code> \u548c <code>dataset.json<\/code> \u901a\u5e38\u4f1a\u81ea\u52a8\u590d\u5236\uff1bensemble \u8f93\u51fa\u5219\u9700\u8981\u663e\u5f0f\u63d0\u4f9b\u3002\u5b9e\u9645\u4f7f\u7528\u65f6\uff0c\u4f18\u5148\u76f4\u63a5\u590d\u5236 <code>inference_instructions.txt<\/code> \u4e2d\u7ed9\u51fa\u7684\u5b8c\u6574\u547d\u4ee4\uff0c\u90a3\u91cc\u4f1a\u5305\u542b\u5f53\u524d\u5b9e\u9a8c\u5bf9\u5e94\u7684\u771f\u5b9e <code>POSTPROCESSING_FILE<\/code>\u3001<code>PLANS_FILE<\/code> \u548c <code>DATASET_JSON_FILE<\/code>\u3002<\/p>\n<h2>7. \u63a8\u7406\u6d41\u7a0b\u56fe<\/h2>\n<pre><code class=\"language-mermaid\">flowchart TD\n    A[\u51c6\u5907 input_images] --> B{\u662f\u5426\u5df2\u6709 inference_instructions.txt?}\n    B -- \u662f --> C[\u4f18\u5148\u6267\u884c\u63a8\u8350\u547d\u4ee4]\n    B -- \u5426 --> D[nnUNetv2_predict \u5355\u914d\u7f6e\u9884\u6d4b]\n    D --> E{\u662f\u5426\u8981\u591a\u914d\u7f6e ensemble?}\n    E -- \u662f --> F[\u9884\u6d4b\u65f6\u52a0 --save_probabilities]\n    F --> G[nnUNetv2_ensemble]\n    E -- \u5426 --> H[\u5f97\u5230\u9884\u6d4b\u6807\u7b7e]\n    G --> I{\u662f\u5426\u63a8\u8350 postprocessing?}\n    I -- \u662f --> J[nnUNetv2_apply_postprocessing]\n    I -- \u5426 --> K[\u6700\u7ec8\u9884\u6d4b\u7ed3\u679c]\n    J --> K\n    H --> K\n<\/code><\/pre>\n<h2>8. \u57fa\u7840 Dice \u8bc4\u4f30<\/h2>\n<p>\u5982\u679c\u4f60\u6709 ground truth \u6807\u7b7e\uff0c\u53ef\u4ee5\u7528\u5b98\u65b9\u8bc4\u4f30\u5165\u53e3\u8ba1\u7b97 Dice \u7b49\u6307\u6807\u3002\u5b98\u65b9\u6e90\u7801\u4e2d\u7684 <code>evaluate_folder_entry_point<\/code> \u4f7f\u7528\u7684\u4f4d\u7f6e\u53c2\u6570\u662f ground truth \u6587\u4ef6\u5939\u548c\u9884\u6d4b\u6587\u4ef6\u5939\uff0c\u5e76\u8981\u6c42\u63d0\u4f9b <code>dataset.json<\/code> \u4e0e <code>plans.json<\/code>\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_evaluate_folder \\\n  \"$nnUNet_raw\"\/Dataset001_Liver\/labelsTr \\\n  .\/predictions_ensemble_pp \\\n  -djfile \"$nnUNet_results\"\/Dataset001_Liver\/nnUNetTrainer__nnUNetPlans__3d_fullres\/dataset.json \\\n  -pfile \"$nnUNet_results\"\/Dataset001_Liver\/nnUNetTrainer__nnUNetPlans__3d_fullres\/plans.json \\\n  -o .\/predictions_ensemble_pp\/summary.json<\/code><\/pre>\n<p>\u5982\u679c\u4f60\u53ea\u662f\u505a\u7b80\u5355\u8bc4\u4f30\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 simple \u5165\u53e3\uff0c\u663e\u5f0f\u6307\u5b9a\u6807\u7b7e\u7f16\u53f7\uff1a<\/p>\n<pre><code class=\"language-bash\">nnUNetv2_evaluate_simple \\\n  .\/ground_truth \\\n  .\/predictions \\\n  -l 1 2 \\\n  -o .\/predictions\/summary.json<\/code><\/pre>\n<p>\u8fd9\u91cc\u7684 <code>-l 1 2<\/code> \u8868\u793a\u8bc4\u4f30\u6807\u7b7e 1 \u548c 2\u3002\u8f93\u51fa\u7684 <code>summary.json<\/code> \u4f1a\u5305\u542b\u6bcf\u4e2a\u75c5\u4f8b\u548c\u5e73\u5747\u6307\u6807\u3002\u6ce8\u610f\uff0c\u8bc4\u4f30\u6587\u4ef6\u540d\u5fc5\u987b\u80fd\u4e00\u4e00\u5bf9\u5e94\uff1b\u5982\u679c\u9884\u6d4b\u7ed3\u679c\u548c\u6807\u7b7e case id \u4e0d\u4e00\u81f4\uff0c\u8bc4\u4f30\u4f1a\u5931\u8d25\u6216\u7ed3\u679c\u65e0\u610f\u4e49\u3002<\/p>\n<h2>9. \u5e38\u89c1\u9519\u8bef\u68c0\u67e5\u8868<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u73b0\u8c61<\/th>\n<th>\u539f\u56e0<\/th>\n<th>\u68c0\u67e5\u65b9\u5f0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9884\u6d4b\u65f6\u62a5\u627e\u4e0d\u5230\u8f93\u5165\u6587\u4ef6<\/td>\n<td>\u8f93\u5165\u6ca1\u6709 channel \u7f16\u53f7\u6216\u540e\u7f00\u4e0d\u5339\u914d<\/td>\n<td>\u68c0\u67e5\u662f\u5426\u4e3a <code>case_001_0000.nii.gz<\/code> \u8fd9\u7c7b\u683c\u5f0f<\/td>\n<\/tr>\n<tr>\n<td>ensemble \u62a5\u9519<\/td>\n<td>\u9884\u6d4b\u65f6\u6ca1\u6709\u52a0 <code>--save_probabilities<\/code><\/td>\n<td>\u786e\u8ba4\u8f93\u5165\u76ee\u5f55\u4e2d\u5b58\u5728\u6982\u7387\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>postprocessing \u8def\u5f84\u62a5\u9519<\/td>\n<td><code>postprocessing.pkl<\/code>\u3001plans \u6216 dataset json \u8def\u5f84\u4e0d\u5bf9<\/td>\n<td>\u4f18\u5148\u590d\u5236 <code>inference_instructions.txt<\/code> \u7684\u547d\u4ee4<\/td>\n<\/tr>\n<tr>\n<td>Dice \u5f02\u5e38\u4f4e<\/td>\n<td>\u6587\u4ef6\u5bf9\u5e94\u5173\u7cfb\u3001\u6807\u7b7e\u503c\u6216\u7a7a\u95f4\u65b9\u5411\u53ef\u80fd\u9519\u8bef<\/td>\n<td>\u5148\u53ef\u89c6\u5316\u539f\u56fe\u3001\u6807\u7b7e\u548c\u9884\u6d4b\uff0c\u4e0d\u8981\u53ea\u770b\u6570\u5b57<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>10. \u5b98\u65b9\u8d44\u6599\u5165\u53e3<\/h2>\n<p>\u672c\u6587\u4e3b\u8981\u53c2\u8003\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/MIC-DKFZ\/nnUNet\/blob\/master\/documentation\/how-to\/run-inference.md\" target=\"_blank\"  rel=\"nofollow\" >Run Inference<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/MIC-DKFZ\/nnUNet\/blob\/master\/documentation\/how-to\/find-best-configuration.md\" target=\"_blank\"  rel=\"nofollow\" >Find the Best Configuration<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/MIC-DKFZ\/nnUNet\/blob\/master\/documentation\/reference\/dataset-format.md\" target=\"_blank\"  rel=\"nofollow\" >Dataset and Input Format Reference<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/MIC-DKFZ\/nnUNet\/blob\/master\/nnunetv2\/evaluation\/evaluate_predictions.py\" target=\"_blank\"  rel=\"nofollow\" >evaluate_predictions.py \u5b98\u65b9\u6e90\u7801<\/a><\/li>\n<\/ul>\n<h2>\u672c\u7bc7\u603b\u7ed3<\/h2>\n<p>nnU-Net v2 \u63a8\u7406\u7684\u5173\u952e\u662f\u8f93\u5165\u547d\u540d\u3001configuration\u3001fold \u548c\u6982\u7387\u6587\u4ef6\u3002\u5355\u914d\u7f6e\u9884\u6d4b\u4f7f\u7528 <code>nnUNetv2_predict<\/code>\uff1b\u591a\u914d\u7f6e ensemble \u9700\u8981\u5148\u7528 <code>--save_probabilities<\/code> \u4fdd\u5b58\u6982\u7387\uff1bpostprocessing \u5e94\u4f18\u5148\u6309 <code>find_best_configuration<\/code> \u751f\u6210\u7684\u547d\u4ee4\u6267\u884c\uff1b\u6709\u6807\u7b7e\u65f6\u53ef\u4ee5\u7528\u5b98\u65b9\u8bc4\u4f30\u5165\u53e3\u8ba1\u7b97 Dice\u3002<\/p>\n<h2>\u4e0b\u4e00\u7bc7\u9884\u544a<\/h2>\n<p>\u4e0b\u4e00\u7bc7\u6211\u4eec\u5f00\u59cb\u8fdb\u5165 nnU-Net v2 \u5185\u90e8\u6846\u67b6\uff1afingerprint\u3001plans\u3001preprocessing\u3001Trainer \u548c Predictor \u5206\u522b\u8d1f\u8d23\u4ec0\u4e48\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u7406\u89e3\u8fd9\u4e9b\u6a21\u5757\u662f\u540e\u7eed\u4fee\u6539 Trainer\u3001loss\u3001augmentation \u548c network architecture \u7684\u524d\u63d0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u8bb2\u89e3 nnUNetv2_predict\u3001\u4fdd\u5b58 probabilities\u3001ensemble\u3001postprocessing\uff0c\u4ee5\u53ca\u7528\u5b98\u65b9\u8bc4\u4f30\u5165\u53e3\u8ba1\u7b97 Dice\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[83],"tags":[],"class_list":["post-1055","post","type-post","status-publish","format-standard","hentry","category-83"],"views":2,"_links":{"self":[{"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/posts\/1055","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/comments?post=1055"}],"version-history":[{"count":0,"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/posts\/1055\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/media?parent=1055"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/categories?post=1055"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.eutaboo.com\/index.php\/wp-json\/wp\/v2\/tags?post=1055"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}