{"id":25604,"date":"2025-02-25T17:25:18","date_gmt":"2025-02-25T09:25:18","guid":{"rendered":"http:\/\/192.168.10.115\/?p=25604"},"modified":"2025-02-25T17:25:18","modified_gmt":"2025-02-25T09:25:18","slug":"2025-02-25-%e6%b8%af%e7%90%86%e5%b7%a5occprophet%ef%bc%9a%e7%ba%af%e8%a7%86%e8%a7%89occ-sota%ef%bc%81%e9%80%9f%e5%ba%a6%e6%8f%90%e5%8d%87%e8%87%b32-6%e5%80%8d%ef%bc%8c%e5%86%85%e5%ad%98%e5%8d%a0","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/02\/25\/25604\/","title":{"rendered":"2025-02-25 \u6e2f\u7406\u5de5OccProphet\uff1a\u7eaf\u89c6\u89c9Occ SOTA\uff01\u901f\u5ea6\u63d0\u5347\u81f32.6\u500d\uff0c\u5185\u5b58\u5360\u7528\u51cf\u5c1160%\uff08ICLR&#8217;25\uff09"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/sKigw3ZN7u7uhWxgPUIfbw\">https:\/\/mp.weixin.qq.com\/s\/sKigw3ZN7u7uhWxgPUIfbw<\/a><\/p>\n\n\n\n<p>\u672c\u6587\u5206\u4eab\u4e00\u7bc7\u7531\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u6700\u8fd1\u516c\u5f00\u7684\u53d1\u8868\u4e8eICLR2025\u7684\u8bba\u6587\u300e<strong>OccProphet: Pushing Efficiency Frontier of Camera-Only 4D Occupancy Forecasting with Observer-Forecaster-Refiner Framework<\/strong>\u300f\u3002\u4f5c\u8005\u5728\u6587\u4e2d\u63d0\u51fa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u89c2\u5bdf\u5668-\u9884\u62a5\u5668-\u7ec6\u5316\u5668\u6846\u67b6OccProphet\u6765\u5b9e\u73b0<strong>\u9ad8\u6548\u7684\u672a\u67654D\u5360\u7528\u9884\u6d4b<\/strong>\u3002OccProphet\u5728nuScenes\u3001 Lyft-Level5\u548cnuScenes-Occupancy\u7b49\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u6700\u5148\u8fdb\u76844D\u5360\u7528\u9884\u6d4b\u6027\u80fd\uff0c\u6210\u672c\u51cf\u5c11\u8fd180%\uff01\u76f8\u6bd4\u6b64\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0cOccProphet\u6027\u80fd\u63d0\u5347\u81f31.2\u500d\uff0c\u901f\u5ea6\u63d0\u5347\u81f32.6\u500d\uff0c\u5185\u5b58\u5360\u7528\u51cf\u5c11\u8fd160%\uff0c\u4ec5\u970024G\u663e\u5b58\u5373\u53ef\u5b8c\u6210\u8bad\u7ec3\u548c\u63a8\u7406\u3002\u4ee3\u7801\u5373\u5c06\u5f00\u6e90\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.15180<\/li>\n\n\n\n<li>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/JLChen-C\/OccProphet<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"294\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-665-1024x294.png\" alt=\"\" class=\"wp-image-25605\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-665-1024x294.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-665-300x86.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-665-768x220.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-665.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe1\uff1a\uff08\u5de6\uff09OccProphet\u793a\u610f\u56fe\u3002OccProphet\u4ec5\u63a5\u6536\u591a\u76f8\u673a\u89c6\u9891\u8f93\u5165\uff0c\u5e76\u751f\u6210\u672a\u6765\u65f6\u523b\u7684\u5360\u7528\uff1b\uff08\u53f3\uff09\u76f8\u6bd4\u4e8eCam4DOcc\uff0cOccProphet\u6027\u80fd\u63d0\u5347\u7ea620%\uff0c\u901f\u5ea6\u63d0\u5347\u7ea6160%<\/p>\n\n\n\n<p><strong>\u52a8\u673a<\/strong><\/p>\n\n\n\n<p>\u63d0\u5347\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u5bf9\u52a8\u6001\u73af\u5883\u7684\u611f\u77e5\u4e0e\u9884\u6d4b\u80fd\u529b\uff0c\u662f\u81ea\u52a8\u9a7e\u9a76\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u7684\u8feb\u5207\u9700\u6c42\u3002\u4f20\u7edf\u7684\u5360\u636e\u611f\u77e5\uff08Occupancy Perception\uff09\u65b9\u6cd5\u901a\u8fc7\u5b66\u4e60\u7a7a\u95f4\u4e2d\u7684\u5360\u636e\u72b6\u6001,\u80fd\u591f\u7406\u89e3\u73af\u5883\u7684\u5f53\u524d\u548c\u8fc7\u53bb\u72b6\u6001\uff0c\u800c\u65e0\u6cd5\u9884\u6d4b\u672a\u6765\u52a8\u6001\u3002\u4e8b\u5b9e\u4e0a\uff0c\u9884\u6d4b\u672a\u6765\u573a\u666f\u5bf9\u4e8e\u5b89\u5168\u9a7e\u9a76\u548c\u907f\u514d\u78b0\u649e\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u7814\u7a76\u57fa\u4e8e\u76f8\u673a\u7684\u5360\u7528\u9884\u6d4b\uff08Occupancy Forecasting\uff09\uff0c\u80fd\u591f\u7406\u89e3\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u5468\u56f4\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\uff0c\u5e76\u5bf9\u672a\u6765\u8fdb\u884c\u5408\u7406\u9884\u6d4b\u3002\u8003\u8651\u5230\u73b0\u6709\u7684\u57fa\u4e8e\u76f8\u673a\u7684\u5360\u636e\u9884\u6d4b\u65b9\u6cd5\uff08\u4f8b\u5982Cam4DOcc\uff09\u8ba1\u7b97\u6210\u672c\u9ad8\uff0c\u4e0d\u5177\u5907\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\uff08\u4f8b\u5982\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\uff09\u7684\u90e8\u7f72\u80fd\u529b\uff0c\u8fd9\u7bc7\u6587\u7ae0\u7684\u4e3b\u8981\u52a8\u673a\u5728\u4e8e\u5f00\u53d1\u4e00\u79cd\u8f7b\u91cf\u4e14\u9ad8\u6548\u7684\u6846\u67b6\u2014\u2014OccProphet\u3002<\/p>\n\n\n\n<p>\u5b83\u4ec5\u4ec5\u4f7f\u7528\u73af\u89c6\u56fe\u7247\u5e8f\u5217\u4f5c\u4e3a\u8f93\u5165\uff0c\u80fd\u51c6\u786e\u9884\u6d4b\u672a\u6765\u65f6\u523b\u76844D\u5360\u636e\uff08\u65f6\u95f4\u7ef4\u5ea6+\u7a7a\u95f4\u7ef4\u5ea6\uff09\u3002\u5728\u8f7b\u91cf\u5316\u5904\u7406\u4e0a\uff0cOccProphet\u5f15\u5165\u4e86\u4e09\u5927\u7cbe\u7b80\u6a21\u5757\uff08Observer\u3001Forecaster \u548c Refiner\uff09\uff0c\u5e76\u91c7\u7528\u9ad8\u6548\u76844D\u7279\u5f81\u805a\u5408\u4e0e\u4e09\u5143\u7ec4\u6ce8\u610f\u529b\u878d\u5408\u7b56\u7565\uff0c\u65e8\u5728\u5728\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u9700\u6c42\u7684\u540c\u65f6\u63d0\u5347\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u8fd9\u4e00\u8fdb\u6b65\uff0c<strong>\u9996\u6b21\u5c55\u73b0\u4e864D\u5360\u7528\u611f\u77e5\u5728\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u4e0a\u90e8\u7f72\u7684\u53ef\u884c\u6027<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u65b9\u6cd5\u8be6\u89e3<\/strong><\/p>\n\n\n\n<p>\u5982\u56fe2\u6240\u793a\uff0cOccProphet \u662f\u4e00\u79cd\u65b0\u578b\u7684\u4ec5\u57fa\u4e8e\u6444\u50cf\u5934\u7684\u5360\u636e\u9884\u6d4b\u6846\u67b6\uff0c\u5b83\u4e0d\u7ba1\u5728<em><strong>\u8bad\u7ec3\u9636\u6bb5<\/strong><\/em>\u8fd8\u662f<em><strong>\u63a8\u7406\u9636\u6bb5<\/strong><\/em>\u90fd\u662f\u8ba1\u7b97\u53cb\u597d\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"324\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-666-1024x324.png\" alt=\"\" class=\"wp-image-25606\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-666-1024x324.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-666-300x95.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-666-768x243.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-666.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe2\uff1aOccProphet\u6982\u8ff0\u3002\u5b83\u63a5\u6536\u6765\u81ea\u73af\u89c6\u6444\u50cf\u5934\u7684\u591a\u5e27\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u672a\u6765\u7684\u5360\u7528\u60c5\u51b5\u6216\u5360\u7528\u6d41\u52a8\u3002OccProphet\u7531\u56db\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\uff1a\u89c2\u5bdf\u5668\uff08Observer\uff09\u3001\u9884\u62a5\u5668\uff08Forecaster\uff09\u3001\u7ec6\u5316\u5668\uff08Refiner\uff09\u548c\u9884\u6d4b\u5668\uff08Predictor\uff09\u3002\u89c2\u5bdf\u5668\u6a21\u5757\u8d1f\u8d23\u805a\u5408\u65f6\u7a7a\u4fe1\u606f\u3002\u9884\u62a5\u5668\u6a21\u5757\u6709\u6761\u4ef6\u5730\u751f\u6210\u672a\u6765\u573a\u666f\u7684\u521d\u6b65\u8868\u793a\u3002\u8fd9\u4e9b\u521d\u6b65\u8868\u793a\u901a\u8fc7\u7ec6\u5316\u5668\u6a21\u5757\u8fdb\u884c\u7ec6\u5316\u3002\u6700\u540e\uff0c\u9884\u6d4b\u5668\u6a21\u5757\u4ea7\u751f\u5bf9\u672a\u6765\u5360\u7528\u6216\u5360\u7528\u6d41\u7684\u6700\u7ec8\u9884\u6d4b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89c2\u5bdf\u5668\uff08Observer\uff09\u6a21\u5757<\/strong>\uff1a\u9ad8\u6548\u4e14\u6709\u6548\u5730\u805a\u5408\u591a\u5e27\u89c2\u6d4b\uff08\u5373\u591a\u5e273D\u4f53\u7d20\u7279\u5f81\uff09\u4e2d\u7684\u65f6\u7a7a\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u9884\u62a5\u5668\uff08Forecaster\uff09\u6a21\u5757<\/strong>\uff1a\u5728 Observer \u7684\u8f93\u51fa\u57fa\u7840\u4e0a\uff0c\u81ea\u9002\u5e94\u5730\u9884\u6d4b\u672a\u6765\u72b6\u6001\uff0c\u4ece\u800c\u786e\u4fdd\u5728\u5404\u79cd\u4ea4\u901a\u72b6\u51b5\u4e0b\u7684\u7075\u6d3b\u6027\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u5316\u5668\uff08Refiner\uff09\u6a21\u5757<\/strong>\uff1a\u901a\u8fc7\u4fc3\u8fdb\u5e27\u95f4\u4ea4\u4e92\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u8fd9\u4e9b\u9884\u6d4b\u7684\u8d28\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u9884\u6d4b\u5668\uff08Predictor\uff09<\/strong>\uff1a\u5c06\u7ecf\u8fc7\u4f18\u5316\u7684\u672a\u6765\u72b6\u6001\u89e3\u7801\u4e3a\u5360\u7528\u6216\u5360\u7528\u6d41\u3002<\/li>\n<\/ul>\n\n\n\n<p>OccProphet \u5728\u521b\u65b0\u6027\u65b9\u9762\u4e3b\u8981\u505a\u51fa\u4e86\u4ee5\u4e0b\u8d21\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u79cd\u65b0\u9896\u7684\u4ec5\u57fa\u4e8e\u6444\u50cf\u5934\u7684\u5360\u7528\u9884\u6d4b\u6846\u67b6\uff0c\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u90fd\u517c\u5177\u9ad8\u6548\u6027\u548c\u6709\u6548\u6027\uff0c\u9002\u7528\u4e8e\u8f66\u8f7d\u90e8\u7f72\u3002<\/li>\n\n\n\n<li>\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u89c2\u5bdf\u5668-\u9884\u62a5\u5668-\u7ec6\u5316\u5668\u6846\u67b6\u3002\u89c2\u5bdf\u5668\uff08Observer\uff09\u6a21\u5757\u4ece\u5386\u53f2\u89c2\u6d4b\u4e2d\u63d0\u53d6\u65f6\u7a7a\u7279\u5f81\uff1b\u9884\u62a5\u5668\uff08Forecaster\uff09\u6a21\u5757\u6709\u6761\u4ef6\u5730\u9884\u6d4b\u7c97\u7565\u7684\u672a\u6765\u72b6\u6001\uff1b\u7ec6\u5316\u5668\uff08Refiner\uff09\u6a21\u5757\u5219\u8fdb\u4e00\u6b65\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cOccProphet\u5728\u9884\u6d4b\u51c6\u786e\u6027\u4e0a\u66f4\u80dc\u4e00\u7b79\uff0c\u540c\u65f6\u5176\u8ba1\u7b97\u6210\u672c\u4e0d\u5230Cam4DOcc\u7684\u4e00\u534a\u3002\u8fd9\u4e9b\u4f18\u52bf\u5728nuScenes\u3001Lyft-Level5\u4ee5\u53canuScenes-Occupancy\u6570\u636e\u96c6\u4e0a\u5747\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u7ec4\u4ef6<\/strong><\/p>\n\n\n\n<p><strong>\u89c2\u5bdf\u5668\uff08Observer\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"156\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/2501.png\" alt=\"\" class=\"wp-image-25607\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2501.png 650w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2501-300x72.png 300w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/figure>\n\n\n\n<p><strong>Efficient 4D Aggregation\uff08\u9ad8\u65484D\u805a\u5408\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"741\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-667-1024x741.png\" alt=\"\" class=\"wp-image-25608\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-667-1024x741.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-667-300x217.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-667-768x556.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-667.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe3\uff1a\u9ad8\u65484D\u805a\u5408\u6a21\u5757<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"183\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/2502.png\" alt=\"\" class=\"wp-image-25609\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2502.png 650w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2502-300x84.png 300w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/figure>\n\n\n\n<p><strong>Tripling-Attention Fusion\uff08\u4e09\u5143\u7ec4\u6ce8\u610f\u529b\u878d\u5408\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"513\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-668-1024x513.png\" alt=\"\" class=\"wp-image-25610\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-668-1024x513.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-668-300x150.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-668-768x385.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-668.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe4\uff1a\u4e09\u5143\u7ec4\u6ce8\u610f\u529b\u878d\u5408\uff08\u5de6\uff09\u548c\u4e09\u5143\u7ec4\u5206\u89e3\u64cd\u4f5c\uff08\u53f3\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"647\" height=\"243\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/2503.png\" alt=\"\" class=\"wp-image-25611\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2503.png 647w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2503-300x113.png 300w\" sizes=\"(max-width: 647px) 100vw, 647px\" \/><\/figure>\n\n\n\n<p><strong>\u9884\u62a5\u5668 \uff08Forecaster\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"749\" height=\"1024\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669-749x1024.png\" alt=\"\" class=\"wp-image-25612\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669-749x1024.png 749w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669-219x300.png 219w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669-768x1050.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669-731x1000.png 731w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-669.png 1078w\" sizes=\"(max-width: 749px) 100vw, 749px\" \/><\/figure>\n\n\n\n<p>\u56fe5\uff1a\u9884\u62a5\u5668\u7684\u7ed3\u6784<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"321\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/2504.png\" alt=\"\" class=\"wp-image-25613\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2504.png 651w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2504-300x148.png 300w\" sizes=\"(max-width: 651px) 100vw, 651px\" \/><\/figure>\n\n\n\n<p><strong>\u7ec6\u5316\u5668\uff08Refiner\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"648\" height=\"247\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/2505.png\" alt=\"\" class=\"wp-image-25614\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2505.png 648w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/2505-300x114.png 300w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/><\/figure>\n\n\n\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<p>\u7f51\u7edc\u7684\u8bad\u7ec3\u4f7f\u75284\u5757\uff08\u81f3\u5c111\u5757\uff09RTX4090 GPU\uff0c\u6d4b\u8bd5\u4f7f\u75281\u5757RTX4090 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decoding=\"async\" width=\"834\" height=\"296\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-671.png\" alt=\"\" class=\"wp-image-25616\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-671.png 834w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-671-300x106.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-671-768x273.png 768w\" sizes=\"(max-width: 834px) 100vw, 834px\" \/><\/figure>\n\n\n\n<p>\u56fe7\uff1a\u4e0d\u540c\u8868\u5f81\u5f62\u5f0f\u4e4b\u95f4\u7684\u6bd4\u8f83<\/p>\n\n\n\n<p>\u91c7\u7528E4A\u8868\u5f81\u5728\u6027\u80fd\u4e0a\u4f18\u4e8eBEV\u548cTPV\u8868\u5f81\uff0c\u4e14\u53c2\u6570\u66f4\u5c11\uff0c\u8ba1\u7b97\u6210\u672c\u4ec5\u7565\u6709\u589e\u52a0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"243\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-672-1024x243.png\" alt=\"\" class=\"wp-image-25617\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-672-1024x243.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-672-300x71.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-672-768x182.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-672.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe8\uff1a\u5728\u7ec6\u7c92\u5ea6\u7684\u4e00\u822c\u8fd0\u52a8\u7269\u4f53\u548c\u4e00\u822c\u9759\u6001\u7269\u4f53\u4e0a\u76844D\u5360\u7528\u9884\u6d4b\u6027\u80fd<\/p>\n\n\n\n<p>OccProphet\u5728\u7ec6\u7c92\u5ea6\u76844D\u5360\u7528\u9884\u6d4b\u4e0a\u5177\u6709\u660e\u663e\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"159\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-673-1024x159.png\" alt=\"\" class=\"wp-image-25618\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-673-1024x159.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-673-300x47.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-673-768x119.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-673.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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