{"id":34286,"date":"2025-11-01T17:31:26","date_gmt":"2025-11-01T09:31:26","guid":{"rendered":"http:\/\/192.168.10.115\/?p=34286"},"modified":"2025-11-01T17:31:26","modified_gmt":"2025-11-01T09:31:26","slug":"2025-11-01feed-forward-3d%e7%bb%bc%e8%bf%b0%ef%bc%9a3d%e8%a7%86%e8%a7%89%e8%bf%9b%e5%85%a5%e4%b8%80%e6%ad%a5%e5%88%b0%e4%bd%8d%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/11\/01\/34286\/","title":{"rendered":"2025-11-01Feed-Forward 3D\u7efc\u8ff0\uff1a3D\u89c6\u89c9\u8fdb\u5165\u201c\u4e00\u6b65\u5230\u4f4d\u201d\u65f6\u4ee3"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/w22mWxv_Se6bEuu41l3jyA\">https:\/\/mp.weixin.qq.com\/s\/w22mWxv_Se6bEuu41l3jyA<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-62-1024x298.png\" alt=\"\" class=\"wp-image-34355\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-62-1024x298.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-62-300x87.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-62-768x223.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-62.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aAdvances in Feed-Forward 3D Reconstruction and View Synthesis: A Survey<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2507.14501<\/li>\n\n\n\n<li>\u8bba\u6587\u4e3b\u9875\uff1ahttps:\/\/fnzhan.com\/projects\/Feed-Forward-3D\/<\/li>\n<\/ul>\n\n\n\n<p>\u5728 3D \u89c6\u89c9\u9886\u57df\uff0c<strong>\u5982\u4f55\u4ece\u4e8c\u7ef4\u56fe\u50cf\u5feb\u901f\u3001\u7cbe\u51c6\u5730\u6062\u590d\u4e09\u7ef4\u4e16\u754c<\/strong>\uff0c\u4e00\u76f4\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u6700\u6838\u5fc3\u7684\u95ee\u9898\u4e4b\u4e00\u3002\u4ece\u65e9\u671f\u7684&nbsp;<strong>Structure-from-Motion (SfM)<\/strong>&nbsp;\u5230&nbsp;<strong>Neural Radiance Fields (NeRF)<\/strong>&nbsp;\uff0c\u518d\u5230&nbsp;<strong>3D Gaussian Splatting (3DGS)<\/strong>&nbsp;\uff0c\u6280\u672f\u7684\u6f14\u8fdb\u8ba9\u6211\u4eec\u79bb\u5b9e\u65f6\u3001\u901a\u7528\u7684 3D \u7406\u89e3\u8d8a\u6765\u8d8a\u8fd1\u3002\u7136\u800c\uff0c\u4ee5\u5f80\u7684\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u4e8e\u6bcf\u4e2a\u573a\u666f\u7684\u53cd\u590d\u4f18\u5316\uff08per-scene optimization\uff09\uff0c\u65e2\u6162\u53c8\u7f3a\u4e4f\u6cdb\u5316\u80fd\u529b\u3002\u5728 AI \u9a71\u52a8\u7684\u65b0\u65f6\u4ee3\uff0c\u4e00\u4e2a\u5168\u65b0\u7684\u8303\u5f0f\u6b63\u5728\u5d1b\u8d77 \u2014\u2014&nbsp;<strong>Feed-Forward 3D<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-63-1024x443.png\" alt=\"\" class=\"wp-image-34356\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-63-1024x443.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-63-300x130.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-63-768x332.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-63.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u7bc7\u7531\u00a0<strong>NTU\u3001Caltech\u3001Westlake\u3001UCSD\u3001Oxford\u3001Harvard\u3001MIT \u7b49 12 \u6240\u673a\u6784<\/strong>\u8054\u5408\u64b0\u5199\u7684\u7efc\u8ff0\u8bba\u6587\u300a<strong>Advances in Feed-Forward 3D Reconstruction and View Synthesis<\/strong>\u300b\uff0c\u4e3b\u8981\u603b\u7ed3\u4e86\u8fc7\u53bb\u4e94\u5e74\uff082021\u20132025\uff09\u95f4\u6d8c\u73b0\u7684\u6570\u767e\u9879\u521b\u65b0\u5de5\u4f5c\uff0c\u9996\u6b21\u5efa\u7acb\u4e86\u5b8c\u6574\u7684\u00a0<strong>Feed-Forward 3D \u65b9\u6cd5\u8c31\u7cfb\u4e0e\u65f6\u95f4\u7ebf<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"931\" height=\"912\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-64.png\" alt=\"\" class=\"wp-image-34357\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-64.png 931w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-64-300x294.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-64-768x752.png 768w\" sizes=\"(max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u5927\u4ee3\u8868\u6027\u6280\u672f\u5206\u652f<\/strong><\/h2>\n\n\n\n<p>\u7efc\u8ff0\u5c06\u6240\u6709 Feed-Forward 3D \u65b9\u6cd5\u5212\u5206\u4e3a \u4e94\u7c7b\u4e3b\u6d41\u67b6\u6784\uff0c\u6bcf\u4e00\u7c7b\u90fd\u63a8\u52a8\u4e86\u8be5\u9886\u57df\u7684\u5173\u952e\u8fdb\u5c55\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1\ufe0f. NeRF-based Models\uff1a<\/strong><\/h3>\n\n\n\n<p>Neural Radiance Fields (NeRF) \u63d0\u51fa\u4e86\u4f53\u79ef\u6e32\u67d3\u7684\u53ef\u5fae\u5206\u6846\u67b6\uff0c\u4f46\u5176\u201c\u6bcf\u4e2a\u573a\u666f\u90fd\u8981\u4f18\u5316\u201d\u7684\u7f3a\u70b9\u5bfc\u81f4\u6548\u7387\u4f4e\u4e0b\u3002\u81ea PixelNeRF [CVPR\u201921] \u8d77\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u59cb\u63a2\u7d22\u201c\u6761\u4ef6\u5f0f NeRF\u201d\uff0c\u8ba9\u7f51\u7edc\u76f4\u63a5\u9884\u6d4b\u8f90\u5c04\u573a\u3002\u8fd9\u4e00\u65b9\u5411\u53d1\u5c55\u51fa\u591a\u4e2a\u5206\u652f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1D \u7279\u5f81\u65b9\u6cd5\uff08\u5982 CodeNeRF\u3001ShaRF\uff09<\/li>\n\n\n\n<li>2D \u7279\u5f81\u65b9\u6cd5\uff08\u5982 GRF\u3001IBRNet\u3001GNT\u3001MatchNeRF\uff09<\/li>\n\n\n\n<li>3D \u7279\u5f81\u65b9\u6cd5\uff08\u5982 MVSNeRF\u3001GeoNeRF\u3001NeuRay\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"373\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-65-1024x373.png\" alt=\"\" class=\"wp-image-34358\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-65-1024x373.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-65-300x109.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-65-768x279.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-65.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2\ufe0f. PointMap Models\uff1a<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8fd9\u4e00\u5206\u652f\u7531 DUSt3R (CVPR\u201924) \u5f15\u9886\uff0c\u76f4\u63a5\u5728 Transformer \u4e2d\u9884\u6d4b\u50cf\u7d20\u5bf9\u9f50\u7684 3D \u70b9\u4e91\uff08pointmap\uff09\uff0c\u65e0\u9700\u76f8\u673a\u59ff\u6001\u8f93\u5165\u3002\u540e\u7eed\u5de5\u4f5c MASt3R\u3001Fast3R\u3001CUT3R\u3001SLAM3R\u3001VGGT \u7b49\u76f8\u7ee7\u63d0\u51fa\u66f4\u9ad8\u6548\u7684\u591a\u89c6\u6574\u5408\uff0c\u957f\u5e8f\u5217\u8bb0\u5fc6\u673a\u5236\uff0c\u4ee5\u53ca\u5927\u573a\u666f\u5904\u7406\u80fd\u529b\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"229\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-66-1024x229.png\" alt=\"\" class=\"wp-image-34359\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-66-1024x229.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-66-300x67.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-66-768x172.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-66.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>3\ufe0f. 3D Gaussian Splatting (3DGS)\uff1a<\/strong><\/p>\n\n\n\n<p>3DGS \u662f\u8fd1\u5e74\u6765\u6700\u5177\u7a81\u7834\u6027\u7684\u8868\u793a\u4e4b\u4e00\uff0c\u5c06\u4e09\u7ef4\u573a\u666f\u8868\u793a\u4e3a\u9ad8\u65af\u70b9\u4e91\uff0c\u517c\u987e\u4e86\u4f53\u79ef\u6e32\u67d3\u7684\u8d28\u91cf\u4e0e\u5149\u6805\u5316\u7684\u901f\u5ea6\u3002\u7136\u800c\u539f\u59cb 3DGS \u4ecd\u9700\u4f18\u5316\u3002Feed-Forward \u7814\u7a76\u8005\u901a\u8fc7\u5f15\u5165\u795e\u7ecf\u9884\u6d4b\u5668\uff0c\u5b9e\u73b0\u4e86\u201c\u76f4\u63a5\u8f93\u51fa\u9ad8\u65af\u53c2\u6570\u201d\u7684\u80fd\u529b\uff0c\u4e3b\u8981\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Image-based Gaussian Map\uff1a\u5982 PixelSplat\u3001GS-LRM\u3001LGM\u3001FreeSplatter\uff0c\u5b9e\u73b0\u4ece\u5355\u5f20\u56fe\u50cf\u5230\u9ad8\u65af\u573a\u7684\u9884\u6d4b\uff1b<\/li>\n\n\n\n<li>Volume-based Gaussian Representation\uff1a\u5982 LaRa\u3001GaussianCube\u3001QuickSplat\u3001SCube\uff0c\u5c06\u573a\u666f\u5d4c\u5165\u53ef\u5b66\u4e60\u4f53\u7d20\u6216\u4e09\u5e73\u9762\u7ed3\u6784\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"356\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-67-1024x356.png\" alt=\"\" class=\"wp-image-34360\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-67-1024x356.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-67-300x104.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-67-768x267.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-67.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4\ufe0f. Mesh \/ Occupancy \/ SDF Models\uff1a<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u4e00\u7c7b\u65b9\u6cd5\u5ef6\u7eed\u4e86\u4f20\u7edf\u51e0\u4f55\u5efa\u6a21\u601d\u8def\uff0c\u5e76\u4e0e Transformer \u4e0e Diffusion \u6a21\u578b\u7ed3\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MeshFormer\u3001InstantMesh\u3001MeshGPT\u3001MeshXL \u5f15\u5165\u53ef\u81ea\u56de\u5f52\u6216\u5927\u6a21\u578b\u7ed3\u6784\uff1b<\/li>\n\n\n\n<li>SDF \u65b9\u6cd5\uff08\u5982 SparseNeuS\u3001C2F2NeuS\u3001UFORecon\uff09\u7ed3\u5408\u4f53\u79ef\u611f\u77e5\u4e0e Transformer \u7279\u5f81\u805a\u5408\uff0c\u5b9e\u73b0\u4e86\u9ad8\u7cbe\u5ea6\u8868\u9762\u5efa\u6a21\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5\ufe0f. 3D-Free Models\uff1a<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u7c7b\u65b9\u6cd5\u4e0d\u518d\u4f9d\u8d56\u663e\u5f0f\u4e09\u7ef4\u8868\u793a\uff0c\u800c\u662f\u76f4\u63a5\u5b66\u4e60\u4ece\u591a\u89c6\u56fe\u5230\u65b0\u89c6\u89d2\u7684\u6620\u5c04\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Regression-based\uff1a\u5982 SRT\u3001OSRT\u3001RePAST\u3001LVSM\uff0c\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u76f4\u63a5\u7aef\u5230\u7aef\u62df\u5408\u76ee\u6807\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>Generative Diffusion-based\uff1a\u4ee5 Zero-1-to-3\u3001SyncDreamer\u3001MVDream\u3001CAT3D\u3001CAT4D \u4e3a\u4ee3\u8868\uff0c\u5c06\u56fe\u50cf\u6216\u89c6\u9891\u6269\u6563\u6a21\u578b\u8fc1\u79fb\u5230\u4e09\u7ef4\u751f\u6210\u9886\u57df\u3002<br>\u8fd9\u4e9b\u6a21\u578b\u8ba9\u201c\u4e00\u5f20\u56fe\u751f\u6210\u6574\u4e2a\u573a\u666f\u201d\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"209\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-68-1024x209.png\" alt=\"\" class=\"wp-image-34361\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-68-1024x209.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-68-300x61.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-68-768x156.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-68.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u591a\u6837\u5316\u4efb\u52a1\u4e0e\u5e94\u7528\u573a\u666f<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u7cfb\u7edf\u603b\u7ed3\u4e86 Feed-Forward \u6a21\u578b\u5728\u591a\u4e2a\u65b9\u5411\u7684\u5e94\u7528\uff1a<\/li>\n\n\n\n<li>Pose-Free Reconstruction &amp; View Synthesis\uff08PF3Plat\u3001NoPoSplat\uff09<\/li>\n\n\n\n<li>Dynamic 4D Reconstruction &amp; Video Diffusion\uff08MonST3R\u30014D-LRM\u3001Aether\uff09<\/li>\n\n\n\n<li>SLAM \u4e0e\u89c6\u89c9\u5b9a\u4f4d\uff08SLAM3R\u3001VGGT-SLAM\u3001Reloc3R\uff09<\/li>\n\n\n\n<li>3D-Aware \u56fe\u50cf\u4e0e\u89c6\u9891\u751f\u6210\uff08DiffSplat\u3001Bolt3D\uff09<\/li>\n\n\n\n<li>\u6570\u5b57\u4eba\u5efa\u6a21\uff08Avat3R\u3001GaussianHeads\u3001GIGA\uff09<\/li>\n\n\n\n<li>\u673a\u5668\u4eba\u64cd\u4f5c\u4e0e\u4e16\u754c\u6a21\u578b\uff08ManiGaussian\u3001ManiGaussian++\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Benchmark \u4e0e\u8bc4\u6d4b\u6307\u6807<\/strong><\/h2>\n\n\n\n<p>\u8bba\u6587\u6536\u5f55\u4e86\u8d85\u8fc7 30 \u4e2a\u5e38\u7528 3D \u6570\u636e\u96c6\uff08\u89c1\u7b2c13\u9875\u88681\uff09\uff0c\u6db5\u76d6\u5bf9\u8c61\u7ea7\u3001\u5ba4\u5185\u3001\u5ba4\u5916\u3001\u9759\u6001\u4e0e\u52a8\u6001\u573a\u666f\uff0c\u6807\u6ce8\u6a21\u6001\u5305\u62ec RGB\u3001\u6df1\u5ea6\u3001LiDAR\u3001\u8bed\u4e49\u4e0e\u5149\u6d41\u7b49\u3002<br>\u540c\u65f6\u603b\u7ed3\u4e86 PSNR \/ SSIM \/ LPIPS\uff08\u56fe\u50cf\u8d28\u91cf\uff09\uff0cChamfer Distance\uff08\u51e0\u4f55\u7cbe\u5ea6\uff09\uff0cAUC \/ RTE \/ RRA\uff08\u76f8\u673a\u59ff\u6001\uff09\u7b49\u6807\u51c6\u6307\u6807\u4f53\u7cfb\uff0c\u4e3a\u672a\u6765\u7684\u6a21\u578b\u6bd4\u8f83\u63d0\u4f9b\u7edf\u4e00\u57fa\u7ebf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"591\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-69-1024x591.png\" alt=\"\" class=\"wp-image-34362\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-69-1024x591.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-69-300x173.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-69-768x443.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-69.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8bc4\u6d4b\u7ed3\u679c: Feed-Forward 3D \u7684\u91cf\u5316\u8fdb\u5c55<\/strong><\/h2>\n\n\n\n<p>\u6839\u636e Table 2\u20135 \u7684\u7ed3\u679c\uff0c\u672c\u7efc\u8ff0\u5bf9\u591a\u9879\u4efb\u52a1\u8fdb\u884c\u4e86\u7cfb\u7edf\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u76f8\u673a\u59ff\u6001\u4f30\u8ba1\uff08Camera Pose Estimation\uff09<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"225\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-70-1024x225.png\" alt=\"\" class=\"wp-image-34363\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-70-1024x225.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-70-300x66.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-70-768x169.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-70.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u70b9\u56fe\u91cd\u5efa\uff08Point Map Estimation\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"205\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-71-1024x205.png\" alt=\"\" class=\"wp-image-34364\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-71-1024x205.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-71-300x60.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-71-768x154.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-71.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\uff08Video Depth Estimation\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"231\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-72-1024x231.png\" alt=\"\" class=\"wp-image-34365\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-72-1024x231.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-72-300x68.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-72-768x174.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-72.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5355\u56fe\u65b0\u89c6\u89d2\u5408\u6210\uff08Single-Image NVS\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"218\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/image-73-1024x218.png\" alt=\"\" class=\"wp-image-34366\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-73-1024x218.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-73-300x64.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-73-768x164.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/image-73.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u672a\u6765\u6311\u6218\u4e0e\u8d8b\u52bf<\/strong><\/h2>\n\n\n\n<p>\u8bba\u6587\u5728\u7b2c 5 \u7ae0\u63d0\u51fa\u56db\u5927\u5f00\u653e\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u6001\u6570\u636e\u4e0d\u8db3\uff1a<\/strong>RGB-only \u4ecd\u5360\u4e3b\u6d41\uff0c\u7f3a\u4e4f\u7edf\u4e00\u7684\u6df1\u5ea6\/LiDAR\/\u8bed\u4e49\u5bf9\u9f50\u6570\u636e\uff1b<\/li>\n\n\n\n<li><strong>\u91cd\u5efa\u7cbe\u5ea6\u5f85\u63d0\u5347\uff1a<\/strong>\u5c1a\u672a\u5168\u9762\u8d85\u8d8a MVS \u5728\u7ec6\u8282\u5c42\u9762\u7684\u8868\u73b0\uff1b<\/li>\n\n\n\n<li><strong>\u81ea\u7531\u89c6\u89d2\u6e32\u67d3\u96be\u5ea6\u9ad8\uff1a<\/strong>\u906e\u6321\u4e0e\u5149\u7167\u5efa\u6a21\u4ecd\u53d7\u9650\uff1b<\/li>\n\n\n\n<li><strong>\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u74f6\u9888\uff1a<\/strong>\u5904\u7406 100+ \u5e27\u5e8f\u5217\u9700 40 GB \u4ee5\u4e0a\u663e\u5b58\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u672a\u6765\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Diffusion Transformers \u4e0e \u957f\u7a0b\u6ce8\u610f\u529b\u7ed3\u6784\uff1b<\/strong><\/li>\n\n\n\n<li><strong>\u53ef\u6269\u5c55\u7684 4D \u8bb0\u5fc6\u673a\u5236\uff1b<\/strong><\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u5927\u89c4\u6a21\u6570\u636e\u96c6\u6784\u5efa\uff08RGB + Depth + LiDAR + \u8bed\u4e49\uff09\uff1b<\/strong><\/li>\n\n\n\n<li><strong>\u540c\u65f6\u5177\u6709\u751f\u6210\u548c\u91cd\u5efa\u80fd\u529b\u7684Feed-Forward\u6a21\u578b<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/mp.weixin. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-34286","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":1,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/34286"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=34286"}],"version-history":[{"count":2,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/34286\/revisions"}],"predecessor-version":[{"id":34367,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/34286\/revisions\/34367"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=34286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=34286"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=34286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}