{"id":7146,"date":"2026-01-04T02:34:06","date_gmt":"2026-01-03T18:34:06","guid":{"rendered":"https:\/\/infernews.com\/?p=7146"},"modified":"2026-01-04T02:34:07","modified_gmt":"2026-01-03T18:34:07","slug":"gamo-%e7%a8%80%e7%96%8f%e8%a6%96%e8%a7%92-3d-%e9%87%8d%e5%bb%ba","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/gamo-%e7%a8%80%e7%96%8f%e8%a6%96%e8%a7%92-3d-%e9%87%8d%e5%bb%ba\/","title":{"rendered":"GaMO \u7a00\u758f\u8996\u89d2 3D \u91cd\u5efa"},"content":{"rendered":"\n<p><a href=\"https:\/\/yichuanh.github.io\/GaMO\/\" target=\"_blank\" rel=\"noreferrer noopener\">GaMO<\/a>\uff1aGeometry-aware Multi-view Diffusion Outpainting for Sparse-View 3D Reconstruction\uff0c\u662f\u4e00\u5957\u5c08\u9580\u70ba\u300c\u7a00\u758f\u8996\u89d2 3D \u91cd\u5efa\u300d\u8a2d\u8a08\u7684\u5168\u65b0\u6846\u67b6\uff0c\u4e3b\u6253\u95dc\u9375\u5b57\u5c31\u662f\uff1a\u5e7e\u4f55\u611f\u77e5\u3001\u591a\u8996\u89d2\u3001Diffusion \u5916\u64f4\uff08outpainting\uff09\u3001\u96f6\u8a13\u7df4\u3001\u8d85\u7701\u6642\u9593\u3002\u50b3\u7d71\u65b9\u6cd5\u901a\u5e38\u6703\u5728\u65b0\u76f8\u6a5f\u4f4d\u4e0a\u751f\u6210\u4eba\u5de5\u8996\u89d2\uff0c\u4f86\u88dc\u8db3\u539f\u59cb\u5f71\u50cf\u7684\u4e0d\u8db3\uff0c\u4f46\u9019\u6a23\u5f88\u5bb9\u6613\u5728\u591a\u8996\u89d2\u4e4b\u9593\u51fa\u73fe\u5e7e\u4f55\u4e0d\u4e00\u81f4\u3001\u908a\u754c\u7834\u788e\u3001\u751a\u81f3\u5e7d\u9748\u822c\u7684\u91cd\u5f71\uff0c\u540c\u6642\u8a08\u7b97\u6210\u672c\u4e5f\u76f8\u7576\u9a5a\u4eba\u3002 GaMO \u53cd\u5176\u9053\u800c\u884c\uff0c\u76f4\u63a5\u300c\u5f9e\u539f\u672c\u7684\u76f8\u6a5f\u8996\u89d2\u5f80\u5916\u9577\u300d\uff0c\u4e5f\u5c31\u662f\u91dd\u5c0d\u6bcf\u5f35\u8f38\u5165\u5f71\u50cf\u505a\u8996\u91ce\u64f4\u5f35\uff0c\u4fdd\u7559\u539f\u59cb\u5167\u5bb9\u4e0d\u52d5\uff0c\u53ea\u5728\u5468\u908a\u88dc\u9f4a\u7f3a\u5931\u5340\u57df\uff0c\u5929\u7136\u5c31\u6bd4\u8f03\u5bb9\u6613\u7dad\u6301\u5e7e\u4f55\u4e00\u81f4\u6027\u3002<a href=\"https:\/\/huggingface.co\/papers\/2512.25073\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b<\/p>\n\n\n\n<p>\u6280\u8853\u4e0a\uff0c<a href=\"https:\/\/yichuanh.github.io\/GaMO\/\" target=\"_blank\" rel=\"noreferrer noopener\">GaMO<\/a> \u5229\u7528\u591a\u8996\u5716\u689d\u4ef6\u5316\u7684 diffusion \u6a21\u578b\uff0c\u518d\u914d\u5408\u5e7e\u4f55\u611f\u77e5\u53bb\u566a\u7b56\u7565\uff0c\u5148\u900f\u904e\u7c97\u7565 3D \u91cd\u5efa\u62ff\u5230\u5e7e\u4f55\u5148\u9a57\uff0c\u518d\u5728\u5f71\u50cf\u5c64\u9762\u505a\u591a\u8996\u5716 outpainting\uff0c\u6700\u5f8c\u7528\u9019\u4e9b\u64f4\u5f35\u5f8c\u7684\u5f71\u50cf\u505a\u7cbe\u7dfb 3D \u91cd\u5efa\u3002 \u9019\u6a23\u7684\u8a2d\u8a08\u6709\u5e7e\u500b\u4eae\u9ede\uff1a\u7b2c\u4e00\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u91dd\u5c0d\u7279\u5b9a\u5834\u666f\u518d\u8a13\u7df4\uff08zero-shot inference\uff09\uff0c\u76f4\u63a5\u4f7f\u7528\u73fe\u6210\u7684\u591a\u8996\u5716 diffusion \u6a21\u578b\u5373\u53ef\uff1b\u7b2c\u4e8c\uff0c\u5728 Replica\u3001ScanNet++ \u7b49\u8cc7\u6599\u96c6\u4e0a\uff0cGaMO \u5728 PSNR\u3001SSIM\u3001LPIPS \u7b49\u6307\u6a19\u4e0a\u5237\u65b0\u4e86\u73fe\u6709 SOTA\uff0c\u540c\u6642\u6bd4\u5176\u5b83 diffusion \u5f0f\u65b9\u6cd5\u5feb\u4e0a\u7d04 25 \u500d\uff0c\u6574\u500b\u6d41\u7a0b\u63a7\u5236\u5728 10 \u5206\u9418\u5167\u5b8c\u6210\u3002 \u5c0d\u9700\u8981\u505a\u5ba4\u5167\u6383\u63cf\u3001VR\/AR \u5834\u666f\u5efa\u6a21\u3001\u6a5f\u5668\u4eba\u5c0e\u822a\u74b0\u5883\u91cd\u5efa\u7684\u5718\u968a\u4f86\u8aaa\uff0cGaMO \u63d0\u4f9b\u4e86\u4e00\u7a2e\u66f4\u52d9\u5be6\u3001\u8a08\u7b97\u53cb\u5584\uff0c\u53c8\u517c\u9867\u5e7e\u4f55\u54c1\u8cea\u7684\u65b0\u9078\u9805\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"540\" style=\"aspect-ratio: 960 \/ 540;\" width=\"960\" controls src=\"\/blog\/wp-content\/uploads\/2026\/01\/GaMO.mp4\"><\/video><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>GaMO\uff1aGeometry-aware Multi-view Diffusion Outpainting for Sparse-View 3D Reconstruction\uff0c\u662f\u4e00\u5957\u5c08\u9580\u70ba\u300c\u7a00\u758f\u8996\u89d2 3D \u91cd\u5efa\u300d\u8a2d\u8a08\u7684\u5168\u65b0\u6846\u67b6\uff0c\u4e3b\u6253\u95dc\u9375\u5b57\u5c31\u662f\uff1a\u5e7e\u4f55\u611f\u77e5\u3001\u591a\u8996\u89d2\u3001Diffusion \u5916\u64f4\uff08outpainting\uff09\u3001\u96f6\u8a13\u7df4\u3001\u8d85\u7701\u6642\u9593\u3002\u50b3\u7d71\u65b9\u6cd5\u901a\u5e38\u6703\u5728\u65b0\u76f8\u6a5f\u4f4d\u4e0a\u751f\u6210\u4eba\u5de5\u8996\u89d2\uff0c\u4f86\u88dc\u8db3\u539f\u59cb\u5f71\u50cf\u7684\u4e0d\u8db3\uff0c\u4f46\u9019\u6a23\u5f88\u5bb9\u6613\u5728\u591a\u8996\u89d2\u4e4b\u9593\u51fa\u73fe\u5e7e\u4f55\u4e0d\u4e00\u81f4\u3001\u908a\u754c\u7834\u788e\u3001\u751a\u81f3\u5e7d\u9748\u822c\u7684\u91cd\u5f71\uff0c\u540c\u6642\u8a08\u7b97\u6210\u672c\u4e5f\u76f8\u7576\u9a5a\u4eba\u3002 GaMO \u53cd\u5176\u9053\u800c\u884c\uff0c\u76f4\u63a5\u300c\u5f9e\u539f\u672c\u7684\u76f8\u6a5f\u8996\u89d2\u5f80\u5916\u9577\u300d\uff0c\u4e5f\u5c31\u662f\u91dd\u5c0d\u6bcf\u5f35\u8f38\u5165\u5f71\u50cf\u505a\u8996\u91ce\u64f4\u5f35\uff0c\u4fdd\u7559\u539f\u59cb\u5167\u5bb9\u4e0d\u52d5\uff0c\u53ea\u5728\u5468\u908a\u88dc\u9f4a\u7f3a\u5931\u5340\u57df\uff0c\u5929\u7136\u5c31\u6bd4\u8f03\u5bb9\u6613\u7dad\u6301\u5e7e\u4f55\u4e00\u81f4\u6027\u3002\u200b \u6280\u8853\u4e0a\uff0cGaMO \u5229\u7528\u591a\u8996\u5716\u689d\u4ef6\u5316\u7684 diffusion \u6a21\u578b\uff0c\u518d\u914d\u5408\u5e7e\u4f55\u611f\u77e5\u53bb\u566a\u7b56\u7565\uff0c\u5148\u900f\u904e\u7c97\u7565 3D \u91cd\u5efa\u62ff\u5230\u5e7e\u4f55\u5148\u9a57\uff0c\u518d\u5728\u5f71\u50cf\u5c64\u9762\u505a\u591a\u8996\u5716 outpainting\uff0c\u6700\u5f8c\u7528\u9019\u4e9b\u64f4\u5f35\u5f8c\u7684\u5f71\u50cf\u505a\u7cbe\u7dfb 3D \u91cd\u5efa\u3002 \u9019\u6a23\u7684\u8a2d\u8a08\u6709\u5e7e\u500b\u4eae\u9ede\uff1a\u7b2c\u4e00\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u91dd\u5c0d\u7279\u5b9a\u5834\u666f\u518d\u8a13\u7df4\uff08zero-shot inference\uff09\uff0c\u76f4\u63a5\u4f7f\u7528\u73fe\u6210\u7684\u591a\u8996\u5716 diffusion \u6a21\u578b\u5373\u53ef\uff1b\u7b2c\u4e8c\uff0c\u5728 Replica\u3001ScanNet++ \u7b49\u8cc7\u6599\u96c6\u4e0a\uff0cGaMO \u5728 PSNR\u3001SSIM\u3001LPIPS \u7b49\u6307\u6a19\u4e0a\u5237\u65b0\u4e86\u73fe\u6709 SOTA\uff0c\u540c\u6642\u6bd4\u5176\u5b83 diffusion \u5f0f\u65b9\u6cd5\u5feb\u4e0a\u7d04 25 \u500d\uff0c\u6574\u500b\u6d41\u7a0b\u63a7\u5236\u5728 10 \u5206\u9418\u5167\u5b8c\u6210\u3002 \u5c0d\u9700\u8981\u505a\u5ba4\u5167\u6383\u63cf\u3001VR\/AR \u5834\u666f\u5efa\u6a21\u3001\u6a5f\u5668\u4eba\u5c0e\u822a\u74b0\u5883\u91cd\u5efa\u7684\u5718\u968a\u4f86\u8aaa\uff0cGaMO 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