{"id":37394,"date":"2026-03-02T17:37:03","date_gmt":"2026-03-02T09:37:03","guid":{"rendered":"http:\/\/192.168.10.115\/?p=37394"},"modified":"2026-03-02T17:37:03","modified_gmt":"2026-03-02T09:37:03","slug":"2026-03-02-%e5%88%a9%e5%85%b9cmu%e6%9c%80%e6%96%b0weatheredit%ef%bc%9a%e6%8a%8a%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e5%a4%a9%e6%b0%94%e4%bb%bf%e7%9c%9f%e6%8e%a8%e8%bf%9b%e5%88%b0-4d-%e9%ab%98","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2026\/03\/02\/37394\/","title":{"rendered":"2026-03-02 \u5229\u5179&amp;CMU\u6700\u65b0WeatherEdit\uff1a\u628a\u81ea\u52a8\u9a7e\u9a76\u5929\u6c14\u4eff\u771f\u63a8\u8fdb\u5230 4D \u9ad8\u65af\u573a\uff08AAAI&#8217;26\uff09"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/p68gqXJhfWSBTjdU3QdL1w\">https:\/\/mp.weixin.qq.com\/s\/p68gqXJhfWSBTjdU3QdL1w<\/a><\/p>\n\n\n\n<p>\u5229\u5179&amp;\u5361\u8010\u57fa\u6885\u9686\u56e2\u961fWeatherEdit:\u628a\u81ea\u52a8\u9a7e\u9a76\u5929\u6c14\u4eff\u771f\u63a8\u8fdb\u5230 4D \u9ad8\u65af\u573a \u5728\u81ea\u52a8\u9a7e\u9a76\u8fdb\u5165\u201c\u4eff\u771f\u9a71\u52a8\u8fed\u4ee3\u201d\u7684\u9636\u6bb5\u540e\uff0c\u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\u5f80\u5f80\u4e0d\u662f\u767d\u5929\u6674\u7a7a\u4e0b\u7684 Benchmark\uff0c\u800c\u662f\u90a3\u4e9b\u96e8\u591c\u53cd\u5149\u3001\u66b4\u96ea\u906e\u6321\u3001\u6d53\u96fe\u5931\u8ddd\u7684\u957f\u5c3e\u573a\u666f\uff1a\u91c7\u96c6\u96be\u3001\u590d\u73b0\u96be\u3001\u8986\u76d6\u66f4\u96be\u3002\u66f4\u68d8\u624b\u7684\u662f\uff0c\u5982\u679c\u4eff\u771f\u4e2d\u7684\u5929\u6c14\u53ea\u662f\u201c\u770b\u8d77\u6765\u50cf\u201d\uff0c\u5374\u7f3a\u4e4f\u4e00\u81f4\u6027\u3001\u53ef\u63a7\u6027\u548c\u53ef\u590d\u7528\u6027\uff0c\u90a3\u4e48\u57fa\u4e8e\u5b83\u8bad\u7ec3\u51fa\u6765\u7684\u7cfb\u7edf\uff0c\u4e5f\u5f88\u96be\u5728\u73b0\u5b9e\u4e2d\u7ecf\u5f97\u4f4f\u8003\u9a8c\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\u8fd9\u7bc7 WeatherEdit: Controllable Weather Editing with 4D Gaussian Field\u4ece\u5de5\u7a0b\u843d\u5730\u7684\u89c6\u89d2\uff0c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u8db3\u591f\u5b66\u672f\u3001\u4e5f\u8db3\u591f\u52a1\u5b9e\u7684\u7b54\u6848\u3002\u5b83\u5e76\u672a\u8bd5\u56fe\u7528\u66f4\u5927\u7684\u6a21\u578b\u53bb\u6a21\u62df\u5929\u6c14\u7684\u590d\u6742\u6027\uff0c\u800c\u662f\u628a\u96e8\u96ea\u91cd\u65b0\u7eb3\u5165\u53ef\u5efa\u6a21\u7684\u4e16\u754c\u72b6\u6001\uff1a\u4e0d\u518d\u53ea\u505a 2D \u7684\u98ce\u683c\u5316\u589e\u5f3a\uff0c\u4e5f\u4e0d\u6b62\u4e8e 3D \u7684\u9759\u6001\u79ef\u96ea\uff0c\u800c\u662f\u5c06\u5929\u6c14\u7f16\u8f91\u62c6\u89e3\u4e3a\u80cc\u666f\u6c1b\u56f4\uff082D\uff09\u4e0e\u52a8\u6001\u7c92\u5b50\uff084D\uff09\u4e24\u6761\u4e92\u8865\u8def\u5f84\uff0c\u5e76\u5728\u540c\u4e00 3D \u573a\u666f\u4e2d\u7edf\u4e00\u5408\u6210\uff0c\u4ece\u800c\u540c\u65f6\u89e3\u51b3\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u4e2d\u6700\u68d8\u624b\u7684\u4e09\u4ef6\u4e8b\u2014\u2014\u771f\u5b9e\u611f\u3001\u53ef\u63a7\u6027\uff0c\u4ee5\u53ca\u8de8\u65f6\u95f4\u4e0e\u591a\u89c6\u89d2\u7684\u4e00\u81f4\u6027\uff0c\u5e76\u4e3a\u540e\u7eed\u7684 world model\u3001\u957f\u671f\u95ed\u73af\u8bc4\u6d4b\u4ee5\u53ca\u8de8\u5929\u6c14\u6cdb\u5316\uff0c\u63d0\u4f9b\u4e86\u5e72\u51c0\u4e14\u53ef\u6269\u5c55\u7684\u63a5\u53e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"383\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-1024x383.png\" alt=\"\" class=\"wp-image-37395\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-1024x383.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-300x112.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-768x287.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>WeatherEdit\u9a7e\u9a76\u5929\u6c14\u7f16\u8f91\u6548\u679c<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2505.20471v3<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u8fd9\u4ef6\u4e8b\u96be\uff1f\u2014\u2014\u5929\u6c14\u4eff\u771f\u7684\u201c\u4e09\u89d2\u56f0\u5883\u201d<\/strong><\/p>\n\n\n\n<p>\u5728\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u91cc\uff0c\u5929\u6c14\u4e0d\u662f\u6ee4\u955c\uff0c\u800c\u662f\u7269\u7406\u4e0e\u89c2\u6d4b\u5171\u540c\u4f5c\u7528\u7684\u590d\u6742\u9000\u5316\u3002\u957f\u671f\u4ee5\u6765\uff0c\u5929\u6c14\u7f16\u8f91\u901a\u5e38\u5361\u5728\u4e09\u4e2a\u77db\u76fe\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u771f\u5b9e\u611f<\/strong>\uff1a\u901a\u7528\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u5bb9\u66f4\u6539\u80cc\u666f\u5185\u5bb9\uff0c\u6bd4\u5982\u628a\u8def\u724c\u6539\u5f62\u3001\u628a\u8f66\u201c\u753b\u6ca1\u4e86\u201d\uff0c\u4ee5\u53ca\u6574\u51fa\u6cb9\u753b\u8d28\u611f\uff1b<\/li>\n\n\n\n<li><strong>\u4e00\u81f4\u6027<\/strong>\uff1a\u5355\u5e27\u56fe\u50cf\u6a21\u578b\u5728\u5904\u7406\u591a\u76f8\u673a\uff08\u5de6\/\u524d\/\u53f3\uff09\u8f93\u5165\u65f6\u5bb9\u6613\u5e27\u95f4\u53ca\u89c6\u89d2\u7f16\u8f91\u7ed3\u679c\u4e0d\u4e00\u81f4\uff1b<\/li>\n\n\n\n<li><strong>\u52a8\u6001\u6027<\/strong>\uff1a\u96e8\u6ef4\u96ea\u82b1\u8981\u201c\u5728\u52a8\u201d\uff0c\u96fe\u8981\u201c\u5728\u7a7a\u6c14\u91cc\u201d\uff0c\u800c\u4e0d\u662f\u8d34\u56fe\u6216\u540e\u671f\u53e0\u52a0\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f88\u591a\u65b9\u6cd5\u80fd\u505a\u5230\u5176\u4e2d\u4e00\u4e24\u9879\uff0c\u4f46\u5f88\u96be\u4e09\u8005\u517c\u5f97\u3002WeatherEdit \u7684\u601d\u8def\u5f88\u660e\u786e\uff1a\u5206\u800c\u6cbb\u4e4b\u2014\u2014\u5148\u628a\u201c\u5168\u5c40\u6c1b\u56f4\u201d\u505a\u5bf9\uff0c\u518d\u628a\u201c\u5c40\u90e8\u7c92\u5b50\u201d\u505a\u771f\uff0c\u7136\u540e\u7528 3D \u573a\u666f\u628a\u5b83\u4eec\u4e25\u4e1d\u5408\u7f1d\u5730\u5408\u5230\u4e00\u8d77\u3002<\/p>\n\n\n\n<p><strong>WeatherEdit \u5173\u952e\u60f3\u6cd5\uff1a2D \u2192 3D \u2192 4D \u7684\u6e10\u8fdb\u5f0f\u5929\u6c14\u7f16\u8f91\u94fe\u8def<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u628a\u7cfb\u7edf\u62c6\u6210\u4e24\u6b65\uff08\u5bf9\u5e94 Figure 2\uff09\uff1aWeather Background Editing\uff08\u80cc\u666f\u7f16\u8f91\uff09 + Weather Particle Construction\uff08\u7c92\u5b50\u6784\u5efa\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"466\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-1-1024x466.png\" alt=\"\" class=\"wp-image-37396\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-1-1024x466.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-1-300x137.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-1-768x350.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-1.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>WeatherEdit\u7f16\u8f91\u6846\u67b6<\/p>\n\n\n\n<p><strong>\u2460 \u80cc\u666f\u7f16\u8f91\uff1a\u4e00\u4e2a\u6a21\u578b\u641e\u5b9a\u96e8\u96ea\u96fe\uff0c\u8fd8\u8981\u201c\u591a\u5e27\u591a\u89c6\u89d2\u4e0d\u5d29\u201d<\/strong><\/p>\n\n\n\n<p><strong>A. All-in-one Adapter\uff1a\u4e0d\u518d\u201c\u4e00\u4e2a\u5929\u6c14\u4e00\u4e2a LoRA\u201d<\/strong><\/p>\n\n\n\n<p>\u8fc7\u53bb\u505a\u591a\u98ce\u683c\u5316\u5f80\u5f80\u9700\u8981\u591a\u4e2a LoRA\/\u591a\u4e2a\u5206\u652f\uff0c\u8bad\u7ec3\u4e0e\u7ef4\u62a4\u90fd\u9ebb\u70e6\u3002WeatherEdit \u63d0\u51fa All-in-one Adapter\uff1a\u628a\u96ea\/\u96e8\/\u96fe\u591a\u79cd\u98ce\u683c\u878d\u5408\u8fdb\u4e00\u4e2a\u9002\u914d\u5668\u91cc\uff0c\u7528\u6587\u672c\u63d0\u793a\u9009\u62e9\u5929\u6c14\u7c7b\u578b\uff0c\u6548\u7387\u66f4\u9ad8\u3001\u90e8\u7f72\u66f4\u8f7b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u628a\u8bed\u4e49\u5206\u5272\u56fe\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff1a<\/p>\n\n\n\n<p>\u5929\u6c14\u4e0d\u518d\u201c\u5e73\u5747\u6492\u5230\u6574\u5f20\u56fe\u201d\uff0c\u800c\u662f\u66f4\u8bed\u4e49\u4e00\u81f4\u6bd4\u5982\u96ea\u66f4\u8d34\u5408\u6811\u6728\u4e0e\u8def\u9762\u7ed3\u6784\uff0c\u96fe\u66f4\u5f71\u54cd\u8fdc\u5904\u53ef\u89c1\u5ea6\u3002\u8bba\u6587\u4e5f\u7528\u6d88\u878d\u5c55\u793a\u4e86\u8bed\u4e49\u6761\u4ef6\u80fd\u6539\u5584\u6ce8\u610f\u529b\u54cd\u5e94\u4e0e FID\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"364\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-2-1024x364.png\" alt=\"\" class=\"wp-image-37397\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-2-1024x364.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-2-300x107.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-2-768x273.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-2.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bed\u4e49\u5206\u5272\u56fe\u8f93\u5165\u5bf9\u7f16\u8f91\u7ed3\u679c\u548cFID\u5f71\u54cd<\/p>\n\n\n\n<p><strong>B. Temporal-View Attention\uff1a\u4e13\u4e3a\u81ea\u52a8\u9a7e\u9a76\u591a\u76f8\u673a\u5e8f\u5217\u8bbe\u8ba1\u7684\u4e00\u81f4\u6027\u5bf9\u9f50<\/strong><\/p>\n\n\n\n<p>\u5f88\u591a\u6269\u6563\u7f16\u8f91\u6700\u5927\u7684\u95ee\u9898\u5c31\u662f\u201c\u968f\u673a\u6027\u201d\uff1a\u4e00\u5e27\u597d\u770b\uff0c\u4e0b\u4e00\u5e27\u5c31\u6f02\uff1b\u5de6\u89c6\u89d2\u50cf\u4e0b\u96ea\uff0c\u53f3\u89c6\u89d2\u50cf\u9634\u5929\u3002WeatherEdit \u7ed9\u51fa\u4e00\u4e2a\u975e\u5e38\u201c\u5bf9\u75c7\u201d\u7684\u673a\u5236\uff1aTemporal-View (TV) Attention\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89d2\u5bf9\u9f50<\/strong>\uff1a\u5229\u7528\u9a7e\u9a76\u6570\u636e\u5e38\u89c1\u7684\u201c\u5de6-\u524d-\u53f3\u201d\u5e03\u5c40\uff0c\u8ba9\u5de6\u53f3\u89c6\u89d2\u53bb\u201c\u67e5\u8be2\u201d\u4e2d\u5fc3\u524d\u89c6\u89d2\u7684\u4fe1\u606f\uff0c\u501f\u52a9\u91cd\u53e0\u5185\u5bb9\u7a33\u5b9a\u98ce\u683c\uff1b\u65f6\u95f4\u5bf9\u9f50\uff1a\u6bcf\u5e27\u4e0e\u524d\u540e\u5e27\uff08t\u22121 \/ t+1\uff09\u4ea4\u4e92\uff0c\u51cf\u5c11\u95ea\u70c1\u4e0e\u6f02\u79fb\uff1b\u63a8\u7406\u9636\u6bb5\u3001\u65e0\u53c2\u6570\uff1a\u4e0d\u989d\u5916\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u5757\uff0c\u5de5\u7a0b\u5b9e\u73b0\u66f4\u53cb\u597d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"826\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-3-1024x826.png\" alt=\"\" class=\"wp-image-37398\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-3-1024x826.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-3-300x242.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-3-768x619.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-3.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>TV\u6ce8\u610f\u529b\u673a\u5236(\u5de6) &amp; \u7f16\u8f91\u6548\u679c\u5bf9\u6bd4(\u53f3)<\/p>\n\n\n\n<p>\u8bba\u6587\u7528\u4e24\u4e2a\u6307\u6807\u91cf\u5316\u4e00\u81f4\u6027\uff1awarp error \u8861\u91cf\u65f6\u95f4\u4e00\u81f4\u548cBhattacharyya distance \u8861\u91cf\u8de8\u89c6\u89d2\u989c\u8272\u5206\u5e03\u4e00\u81f4\u6027\uff0c\u5e76\u5728\u6d88\u878d\u4e2d\u5c55\u793a TV-Attention \u7684\u6536\u76ca\u3002<\/p>\n\n\n\n<p><strong>\u2461 \u7c92\u5b50\u6784\u5efa\uff1a\u771f\u6b63\u201c\u4f1a\u52a8\u201d\u7684\u96e8\u96ea\u96fe\uff0c\u7528 4D Gaussian Field \u6765\u505a<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u8bf4\u80cc\u666f\u7f16\u8f91\u89e3\u51b3\u201c\u6c1b\u56f4\u201d\uff0c\u90a3\u7c92\u5b50\u6784\u5efa\u89e3\u51b3\u7684\u5c31\u662f\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u6700\u5728\u610f\u7684\u201c\u7ec6\u8282\u771f\u5b9e\u201d\uff1a\u96e8\u6ef4\u96ea\u82b1\u7684\u906e\u6321\u4e0e\u52a8\u6001\u3001\u96fe\u7684\u4f53\u79ef\u611f\u3001\u5f3a\u5ea6\u53ef\u8c03\u7684\u9897\u7c92\u5bc6\u5ea6\u3002WeatherEdit \u7684\u505a\u6cd5\u662f\u6784\u5efa 4D Gaussian Field\uff1a\u628a\u7c92\u5b50\u8868\u793a\u4e3a\u5e26\u5c5e\u6027\u7684 3D Gaussians\uff0c\u5e76\u968f\u65f6\u95f4\u6f14\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"740\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-4-1024x740.png\" alt=\"\" class=\"wp-image-37399\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-4-1024x740.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-4-300x217.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-4-768x555.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-4.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>4D\u9ad8\u65af\u5929\u6c14\u573a\u5efa\u6a21\u8fc7\u7a0b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"303\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-5-1024x303.png\" alt=\"\" class=\"wp-image-37400\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-5-1024x303.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-5-300x89.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-5-768x228.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-5.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>4D\u9ad8\u65af\u5929\u6c14\u573a\u5efa\u6a21\u4e0d\u540c\u6a21\u5757\u5f71\u54cd<\/p>\n\n\n\n<p><strong>A. Attribute Modelling\uff1a\u7528\u53ef\u63a7\u5c5e\u6027\u523b\u753b\u4e0d\u540c\u7c92\u5b50<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e0d\u540c\u5929\u6c14\u7c92\u5b50\u5b9a\u4e49\u5c5e\u6027\u96c6\u5408\uff08\u989c\u8272\u3001\u4f4d\u7f6e\u3001\u65cb\u8f6c\u3001\u5c3a\u5ea6\u3001\u4e0d\u900f\u660e\u5ea6\uff09\uff0c\u5e76\u7528\u5206\u5e03\u91c7\u6837\u5f15\u5165\u81ea\u7136\u968f\u673a\u6027\uff0c\u786e\u4fdd\u96e8\/\u96ea\/\u96fe\u201c\u957f\u5f97\u4e0d\u4e00\u6837\u201d\u3002<\/p>\n\n\n\n<p><strong>B. Dynamic Simulation\uff1a\u8f7b\u91cf\u7269\u7406\uff0c\u8ffd\u6c42\u201c\u591f\u771f\u4e14\u9ad8\u6548\u201d<\/strong><\/p>\n\n\n\n<p>\u5b83\u4e0d\u8d70\u590d\u6742\u6d41\u4f53\u6a21\u62df\uff0c\u800c\u7528\u6052\u5b9a\u65b9\u5411\u901f\u5ea6\u6765\u8fd1\u4f3c\u91cd\u529b\/\u98ce\u7684\u6548\u679c\uff0c\u5e76\u5bf9\u51fa\u754c\u7c92\u5b50\u505a recycle\uff0c\u5f62\u6210\u6301\u7eed\u964d\u96e8\/\u98d8\u96ea\u6548\u679c\u3002<\/p>\n\n\n\n<p><strong>C. Local Field Alignment\uff1a\u5927\u573a\u666f\u4e5f\u80fd\u201c\u6301\u7eed\u4e0b\u96e8\u201d\uff0c\u4f46\u4e0d\u9700\u8981\u65e0\u9650\u7c92\u5b50<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u907f\u514d\u8fc7\u591a\u8d44\u6e90\u6d88\u8017\uff0c\u53ea\u5728\u76f8\u673a\u9644\u8fd1\u5efa\u4e00\u4e2a\u5c40\u90e8\u7c92\u5b50\u573a\uff0c\u5e76\u968f\u7740\u76f8\u673a\u4f4d\u59ff\u505a\u76f8\u5bf9\u53d8\u6362\uff0c\u8ba9\u5929\u6c14\u770b\u8d77\u6765\u59cb\u7ec8\u5b58\u5728\u4e8e\u89c6\u91ce\u4e2d\uff0c\u540c\u65f6\u907f\u514d\u7c92\u5b50\u6570\u968f\u573a\u666f\u5c3a\u5ea6\u7206\u70b8\u3002<\/p>\n\n\n\n<p><strong>\u8fd9\u5957\u7cfb\u7edf\u5230\u5e95\u201c\u53ef\u63a7\u201d\u5728\u54ea\uff1f<\/strong><\/p>\n\n\n\n<p>WeatherEdit \u628a\u53ef\u63a7\u6027\u660e\u786e\u62c6\u6210\u4e09\u7c7b\uff0c\u76f4\u63a5\u5bf9\u9f50\u4eff\u771f\u9700\u6c42\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7c7b\u578b\uff1a\u96e8 \/ \u96ea \/ \u96fe<\/li>\n\n\n\n<li>\u4e8b\u4ef6\u5f62\u5f0f\uff1a\u53ea\u6539\u80cc\u666f\uff08\u6bd4\u5982\u6e7f\u8def\/\u96ea\u540e\u9759\u6001\uff09\u6216\u53e0\u52a0\u52a8\u6001\u7c92\u5b50\uff08\u6b63\u5728\u4e0b\u96e8\/\u4e0b\u96ea\uff09<\/li>\n\n\n\n<li>\u5f3a\u5ea6\uff1a\u8f7b \/ \u4e2d \/ \u91cd\uff08\u901a\u8fc7\u7c92\u5b50\u6570\u91cf\u3001\u900f\u660e\u5ea6\u3001\u901f\u5ea6\u7b49\u53c2\u6570\u8c03\u8282\uff09<\/li>\n\n\n\n<li>\u6362\u53e5\u8bdd\u8bf4\uff1a\u540c\u4e00\u6bb5\u8f68\u8ff9\uff0c\u51e0\u5206\u949f\u5185\u5c31\u80fd\u751f\u6210\u4e00\u5957\u201c\u5929\u6c14\u538b\u529b\u6d4b\u8bd5\u7ec4\u5408\u62f3\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e0d\u6b62\u201c\u597d\u770b\u201d\uff1a\u5bf9\u4e0b\u6e38\u4efb\u52a1\u786e\u5b9e\u80fd\u52a0\u9c81\u68d2\u6027<\/strong><\/p>\n\n\n\n<p>\u5f88\u591a\u751f\u6210\u7c7b\u5de5\u4f5c\u6700\u5927\u7684\u8d28\u7591\u662f\u201c\u770b\u7740\u4e0d\u9519\uff0c\u4f46\u8bad\u7ec3\u6709\u6ca1\u6709\u7528\uff1f\u201dWeatherEdit \u5728\u4e0b\u6e38\u8bed\u4e49\u5206\u5272\u4e0a\u505a\u4e86\u9a8c\u8bc1\uff1a\u7528\u5176\u5408\u6210\u7684\u5929\u6c14\u6570\u636e\u505a\u589e\u5f3a\uff0c\u5728 ACDC \u4e0e MUSE \u4e0a\u8bad\u7ec3 HRDA \/ MIC\uff0cmIoU \u63d0\u5347\u6700\u9ad8\u53ef\u8fbe +14.9%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"258\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2026\/03\/image-6-1024x258.png\" alt=\"\" class=\"wp-image-37401\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-6-1024x258.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-6-300x76.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-6-768x193.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2026\/03\/image-6.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u70b9\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u5f88\u5173\u952e, \u5b83\u8bf4\u660e WeatherEdit \u4e0d\u53ea\u662f\u89c6\u89c9\u5c55\u793a\uff0c\u800c\u662f\u80fd\u4e3a\u9c81\u68d2\u611f\u77e5\u5e26\u6765\u53ef\u91cf\u5316\u6536\u76ca\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n\n\n\n<p>WeatherEdit \u6700\u201c\u6293\u4eba\u201d\u7684\u5730\u65b9\u4e0d\u662f\u67d0\u4e2a\u70ab\u6280\u6a21\u5757\uff0c\u800c\u662f\u5b83\u628a\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u771f\u6b63\u9700\u8981\u7684\u4e09\u4ef6\u4e8b\u2014\u2014\u80cc\u666f\u6c1b\u56f4\u771f\u5b9e\u3001\u5e8f\u5217\u591a\u89c6\u89d2\u4e00\u81f4\u3001\u7c92\u5b50\u52a8\u6001\u53ef\u63a7\u2014\u2014\u653e\u8fdb\u540c\u4e00\u4e2a\u53ef\u7528\u7684\u7cfb\u7edf\u91cc\uff0c\u5e76\u4e14\u7528 4D Gaussian Field \u628a\u201c\u4e0b\u96e8\u4e0b\u96ea\u201d\u8fd9\u4ef6\u4e8b\u4ece\u540e\u671f\u7279\u6548\u62c9\u56de\u5230\u53ef\u63a7\u5efa\u6a21\u5c42\u9762\u3002WeatherEdit\u6ca1\u6709\u8bd5\u56fe\u7528\u4e00\u4e2a\u66f4\u5927\u7684\u6a21\u578b\u53bb\u538b\u670d\u590d\u6742\u6027\uff0c\u800c\u662f\u628a\u96e8\u96ea\u91cd\u65b0\u653e\u56de\u5230\u53ef\u5efa\u6a21\u3001\u53ef\u63a7\u5236\u3001\u53ef\u590d\u7528\u7684\u4e16\u754c\u72b6\u6001\u4e2d\uff0c\u7528 4D Gaussian Field \u628a\u611f\u77e5\u3001\u7269\u7406\u548c\u6e32\u67d3\u8fde\u6210\u4e00\u6761\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u53d6\u5411\u6216\u8bb8\u4e0d\u90a3\u4e48\u201c\u70ab\u201d\uff0c\u5374\u975e\u5e38\u8e0f\u5b9e\uff1a\u5b83\u5c0a\u91cd\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u5bf9\u4e00\u81f4\u6027\u3001\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u6269\u5c55\u6027\u7684\u5e95\u5c42\u9700\u6c42\uff0c\u4e5f\u4e3a\u540e\u7eed\u7684 world 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