{"id":1608,"date":"2025-09-22T10:07:03","date_gmt":"2025-09-22T02:07:03","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1608"},"modified":"2025-09-22T10:07:03","modified_gmt":"2025-09-22T02:07:03","slug":"%e5%b7%a5%e4%b8%9a%e7%ba%a73d%e4%b8%96%e7%95%8c%e6%9e%84%e5%bb%ba%e6%8f%90%e9%80%9f90%e5%80%8d%ef%bc%81%e5%85%a8%e6%96%b0%e6%a1%86%e6%9e%b6latticeworld%e8%ae%a9%e8%99%9a%e6%8b%9f%e4%b8%96%e7%95%8c","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/22\/%e5%b7%a5%e4%b8%9a%e7%ba%a73d%e4%b8%96%e7%95%8c%e6%9e%84%e5%bb%ba%e6%8f%90%e9%80%9f90%e5%80%8d%ef%bc%81%e5%85%a8%e6%96%b0%e6%a1%86%e6%9e%b6latticeworld%e8%ae%a9%e8%99%9a%e6%8b%9f%e4%b8%96%e7%95%8c\/","title":{"rendered":"\u5de5\u4e1a\u7ea73D\u4e16\u754c\u6784\u5efa\u63d0\u901f90\u500d\uff01\u5168\u65b0\u6846\u67b6LatticeWorld\u8ba9\u865a\u62df\u4e16\u754c\u300c\u4e00\u53e5\u8bdd\u6210\u771f\u300d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"303\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-641-1024x303.jpg\" alt=\"\" class=\"wp-image-1613\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-641-1024x303.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-641-300x89.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-641-768x227.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-641.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u9898\u76ee\uff1aLatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation<\/li>\n\n\n\n<li>\u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2509.05263<\/li>\n<\/ul>\n\n\n\n<p>\u6784\u5efa\u4e00\u4e2a\u5de5\u4e1a\u7ea7\u9ad8\u4eff\u771f 3D \u865a\u62df\u4e16\u754c\uff0c\u9700\u8981\u6295\u5165\u591a\u5c11\u65f6\u95f4\u4e0e\u4eba\u529b\uff1f\u5982\u679c\u4ec5\u9700\u4e00\u6bb5\u63cf\u8ff0\u3001\u4e00\u5f20\u8349\u56fe\uff0cAI \u4fbf\u53ef\u5feb\u901f\u81ea\u52a8\u751f\u6210 \u2014\u2014 \u4f60\u76f8\u4fe1\u5417\uff1f<\/p>\n\n\n\n<p>\u8fd9\u5e76\u975e\u79d1\u5e7b\uff01\u6700\u65b0\u8bba\u6587\u63d0\u51fa\u7684 LatticeWorld \u6846\u67b6\u8ba9\u300c\u6307\u4ee4\u76f4\u8fbe\u573a\u666f\u300d\u3002\u8be5\u65b9\u6cd5\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u5de5\u4e1a\u7ea7 3D \u6e32\u67d3\u5f15\u64ce\u865a\u5e7b\u5f15\u64ce 5\uff08Unreal Engine 5\uff0cUE5\uff09\u65e0\u7f1d\u878d\u5408\uff0c\u6253\u901a\u5de5\u4e1a\u7ea7\u7a0b\u5e8f\u5316\u5185\u5bb9\u751f\u6210\uff08PCG\uff09\u7ba1\u7ebf\uff0c\u5b9e\u73b0\u8ba9\u865a\u62df\u4e16\u754c\u300c\u4e00\u53e5\u8bdd\u6210\u771f\u300d\u3002\u521b\u4f5c\u6548\u7387\u63d0\u5347 90 \u500d\uff0c\u4e3a 3D \u4e16\u754c\u6784\u5efa\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n<p>\u5728\u5177\u8eab\u667a\u80fd\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u6e38\u620f\u5f00\u53d1\u548c\u5f71\u89c6\u5236\u4f5c\u7b49\u9886\u57df\uff0c\u9ad8\u8d28\u91cf\u7684 3D \u4e16\u754c\u6784\u5efa\u5177\u6709\u91cd\u5927\u610f\u4e49\u3002<\/p>\n\n\n\n<p>\u5728\u5177\u8eab\u667a\u80fd\u548c\u81ea\u52a8\u9a7e\u9a76\u4e2d\uff0c\u9ad8\u8d28\u91cf\u7684 3D \u865a\u62df\u4e16\u754c\u53ef\u4f5c\u4e3a\u4eff\u771f\u4e0e\u7b97\u6cd5\u8bad\u7ec3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff1b\u5728\u6e38\u620f\u4e0e\u5f71\u89c6\u9886\u57df\uff0c\u9ad8\u8d28\u91cf 3D \u4e16\u754c\u53ef\u652f\u6491\u903c\u771f\u4e0e\u6c89\u6d78\u4f53\u9a8c\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684 3D \u573a\u666f\u5236\u4f5c\u4e3b\u8981\u4f9d\u8d56\u827a\u672f\u5bb6\u624b\u5de5\u5efa\u6a21\uff0c\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602\u3001\u8017\u65f6\u5de8\u5927\uff0c\u8fd8\u96be\u4ee5\u5feb\u901f\u54cd\u5e94\u591a\u6837\u5316\u7684\u521b\u4f5c\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u751f\u6210\u5f0f AI \u7684\u5feb\u901f\u53d1\u5c55\uff0c\u81ea\u52a8\u5316\u7684 3D \u4e16\u754c\u751f\u6210\u9010\u6e10\u6210\u4e3a\u53ef\u80fd\uff0c\u4e3a\u884c\u4e1a\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u601d\u8def\u3002\u7136\u800c\uff0c\u73b0\u6709\u65b9\u6cd5\u5b58\u5728\u663e\u8457\u5c40\u9650\uff1a\u57fa\u4e8e\u795e\u7ecf\u6e32\u67d3\u7684\u65b9\u6cd5\u7f3a\u4e4f\u4ea4\u4e92\u80fd\u529b\uff0c\u9650\u5236\u4e86\u5b9e\u9645\u5e94\u7528\uff1b\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u89c6\u89c9\u751f\u6210\u65b9\u6848\u867d\u80fd\u521b\u5efa\u5185\u5bb9\uff0c\u4f46\u4f9d\u8d56\u5927\u91cf\u89c6\u9891\u8bad\u7ec3\u6570\u636e\uff0c\u5728\u590d\u6742\u7269\u7406\u4eff\u771f\u4e0e\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u573a\u666f\u4e2d\u4ecd\u6709\u5f85\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u53e6\u4e00\u7c7b\u7814\u7a76\u5c1d\u8bd5\u5c06\u751f\u6210\u5f0f\u6a21\u578b\u4e0e 3D \u5efa\u6a21\u5e73\u53f0\u76f8\u96c6\u6210\uff0c\u5176\u4e2d\u4ee5 Blender \u5e73\u53f0\u5c24\u4e3a\u5e38\u89c1\u3002\u4e0d\u8fc7\uff0cBlender \u5728\u5b9e\u65f6\u4ea4\u4e92\u7684\u652f\u6301\u548c\u9ad8\u4fdd\u771f\u7684\u7269\u7406\u4eff\u771f\u65b9\u9762\u539f\u751f\u80fd\u529b\u4f9d\u7136\u6709\u9650\uff0c\u4e0d\u80fd\u5f88\u597d\u7684\u6ee1\u8db3\u5de5\u4e1a\u7ea7 3D \u4e16\u754c\u5efa\u6a21\u7684\u73b0\u5b9e\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u96be\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u591a\u6a21\u6001 3D \u4e16\u754c\u751f\u6210\u6846\u67b6 LatticeWorld\u3002\u8be5\u6846\u67b6\u5de7\u5999\u5730\u5c06\u8f7b\u91cf\u7ea7\u5927\u8bed\u8a00\u6a21\u578b\uff08LLaMA-2-7B\uff09\u4e0e\u5de5\u4e1a\u7ea7\u6e32\u67d3\u5f15\u64ce\uff08\u5982 UE5\uff09\u76f8\u7ed3\u5408\uff0c\u652f\u6301\u6587\u672c\u63cf\u8ff0\u548c\u89c6\u89c9\u6307\u4ee4\u7684\u591a\u6a21\u6001\u8f93\u5165\uff0c\u80fd\u591f\u751f\u6210\u5177\u5907\u9ad8\u52a8\u6001\u73af\u5883\u3001\u771f\u5b9e\u7269\u7406\u4eff\u771f\u548c\u5b9e\u65f6\u6e32\u67d3\u7684\u5927\u89c4\u6a21\u4ea4\u4e92\u5f0f 3D \u4e16\u754c\uff0c\u5e76\u9ad8\u6548\u652f\u6301\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u3002\u76f8\u6bd4\u4f20\u7edf\u624b\u5de5\u5316\u7684\u5de5\u4e1a\u6d41\u7a0b\uff0cLatticeWorld \u5728\u4fdd\u6301\u9ad8\u521b\u4f5c\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u521b\u4f5c\u6548\u7387\u63d0\u5347\u8d85\u8fc7 90 \u500d\uff0c\u4e3a 3D \u4e16\u754c\u6784\u5efa\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u7a81\u7834\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-642-1024x428.jpg\" alt=\"\" class=\"wp-image-1614\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-642-1024x428.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-642-300x125.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-642-768x321.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-642.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>LatticeWorld \u6846\u67b6\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p>LatticeWorld \u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3\u662f\u91c7\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u573a\u666f\u5e03\u5c40\u548c\u73af\u5883\u914d\u7f6e\u7684\u751f\u6210\uff0c\u5e76\u6784\u5efa\u591a\u6a21\u6001\u8f93\u5165\u878d\u5408\u673a\u5236\uff0c\u53ef\u540c\u65f6\u63a5\u6536\u6587\u672c\u63cf\u8ff0\u548c\u89c6\u89c9\u6761\u4ef6\uff08\u5982\u9ad8\u5ea6\u56fe\u6216\u5bf9\u5e94\u7684\u8349\u56fe\uff09\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\u751f\u6210\u7ed3\u6784\u5316\u7684\u4e2d\u95f4\u7ed3\u679c (\u5305\u62ec<strong>\u573a\u666f\u5e03\u5c40<\/strong>\u548c&nbsp;<strong>JSON <\/strong><strong>\u683c\u5f0f\u7684\u573a\u666f\u4e0e\u667a\u80fd\u4f53\u53c2\u6570<\/strong>)\uff0c\u8fdb\u4e00\u6b65\u901a\u8fc7\u5b9a\u5236\u7684\u89e3\u7801\u548c\u8f6c\u8bd1\u6d41\u7a0b\u4e2d\u95f4\u7ed3\u679c\u6620\u5c04\u4e3a\u6e32\u67d3\u5f15\u64ce\u53ef\u7406\u89e3\u7684\u8f93\u5165\u5f62\u5f0f\uff0c\u6700\u7ec8\u7531\u6e32\u67d3\u5f15\u64ce\u751f\u6210\u4e3a\u53ef\u4ea4\u4e92\u3001\u53ef\u5b9a\u5236\u5316\u7684 3D \u865a\u62df\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u672c\u7814\u7a76\u63d0\u51fa\u7684 LatticeWorld \u6846\u67b6\u901a\u8fc7\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6a21\u5757\u5b9e\u73b0\u4ece\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e0e\u8349\u56fe\u5230\u5b8c\u6574 3D \u573a\u666f\u7684\u7aef\u5230\u7aef\u751f\u6210\uff1a<strong>\u573a\u666f\u5e03\u5c40\u751f\u6210\u6a21\u5757\u3001\u73af\u5883\u914d\u7f6e\u751f\u6210\u6a21\u5757\u3001\u7a0b\u5e8f\u5316\u6e32\u67d3\u7ba1\u7ebf\u6a21\u5757\u3002<\/strong><\/p>\n\n\n\n<p><strong>1. &nbsp; \u573a\u666f\u5e03\u5c40\u751f\u6210<\/strong><\/p>\n\n\n\n<p>LatticeWorld \u5c06\u573a\u666f\u5e03\u5c40\u751f\u6210\u95ee\u9898\u5efa\u6a21\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"384\" height=\"46\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-256.png\" alt=\"\" class=\"wp-image-1612\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-256.png 384w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-256-300x36.png 300w\" sizes=\"auto, (max-width: 384px) 100vw, 384px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/1d8f82ef-f92e-4728-a265-d0e6da363c4b\" alt=\"\u56fe\u7247\">\u4e3a\u5e03\u5c40\u751f\u6210\u5927\u8bed\u8a00\u6a21\u578b\uff0c<img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"40\" src=\"blob:http:\/\/www.applicationsofllm.com\/b7e2aae7-8ef6-442d-982e-d6866480c67a\" alt=\"\u56fe\u7247\">\u4ee3\u8868\u5e03\u5c40\u63cf\u8ff0\u6587\u672c\u8f93\u5165\uff0c<img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"40\" src=\"blob:http:\/\/www.applicationsofllm.com\/4dbc7379-1876-45b7-95a6-a00d05f80eb8\" alt=\"\u56fe\u7247\">\u8868\u793a\u89c6\u89c9\u8f93\u5165\u4fe1\u606f\uff0c\u5982\u672c\u6587\u4e2d\u7684\u5730\u5f62\u9ad8\u5ea6\u56fe\u7b49\uff0c<img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"38\" src=\"blob:http:\/\/www.applicationsofllm.com\/4a136f98-634b-4b06-9b13-96b6c4c1412c\" alt=\"\u56fe\u7247\">\u4e3a\u89c6\u89c9\u5230\u8bed\u8a00\u7684\u6620\u5c04\uff0c\u800c<img loading=\"lazy\" decoding=\"async\" width=\"46\" height=\"48\" src=\"blob:http:\/\/www.applicationsofllm.com\/c2aae4a4-cf43-4ba2-9488-5742e1abf43c\" alt=\"\u56fe\u7247\">\u4e3a\u672c\u8bba\u6587\u4e2d\u521b\u65b0\u6027\u63d0\u51fa\u7684\u7b26\u53f7\u5e8f\u5217\u573a\u666f\u5e03\u5c40\u8868\u793a\u3002\u5176\u4e2d\uff0c<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"42\" src=\"blob:http:\/\/www.applicationsofllm.com\/fd32a4e2-3718-4aba-b418-c4572030a7c4\" alt=\"\u56fe\u7247\">\u4e2d\u8fd8\u5305\u542b\u4e86\u7279\u5b9a\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u63cf\u8ff0\u7b26\u53f7\u5316\u5e03\u5c40\u4e2d\u4e0d\u540c\u7b26\u53f7\u7684\u542b\u4e49\u3002\u6b64\u5916\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u501f\u52a9\u5df2\u6709\u65b9\u6cd5\uff0c\u5730\u5f62\u9ad8\u5ea6\u56fe<img loading=\"lazy\" decoding=\"async\" width=\"46\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/4a4dd8a1-460e-40a8-ba58-f5bcfb5dee55\" alt=\"\u56fe\u7247\">\u53ef\u901a\u8fc7\u7b80\u5355\u7684\u624b\u7ed8\u8349\u56fe\u76f4\u63a5\u751f\u6210\uff0c\u663e\u8457\u964d\u4f4e\u89c6\u89c9\u8f93\u5165\u7684\u590d\u6742\u5ea6\u5e76\u63d0\u5347\u6846\u67b6\u7684\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p><strong>\u7b26\u53f7\u5e8f\u5217\u573a\u666f\u5e03\u5c40\u8868\u793a\uff1a<\/strong>\u672c\u6587\u521b\u65b0\u6027\u5730\u8bbe\u8ba1\u4e86\u4e00\u79cd\u573a\u666f\u5e03\u5c40\u4e2d\u95f4\u8868\u793a\u65b9\u6848\u3002\u9996\u5148\u5c06\u590d\u6742\u7684\u7a7a\u95f4\u573a\u666f\u5e03\u5c40\u8f6c\u6362\u4e3a<img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"42\" src=\"blob:http:\/\/www.applicationsofllm.com\/9c89a7ff-31b3-400e-a2a3-5ae8f385d17f\" alt=\"\u56fe\u7247\">(\u6587\u4e2d<img loading=\"lazy\" decoding=\"async\" width=\"34\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/64c57691-500a-4dda-bd2b-b60aa2d42753\" alt=\"\u56fe\u7247\">\u8bbe\u4e3a 32) \u7684\u7b26\u53f7\u77e9\u9635\uff1a\u6bcf\u4e2a\u7b26\u53f7\u7cbe\u786e\u4ee3\u8868\u7279\u5b9a\u7684\u8d44\u4ea7\u7c7b\u578b\uff0c\u4f8b\u5982 F \u8868\u793a\u68ee\u6797\u533a\u57df\uff0cW \u8868\u793a\u6c34\u4f53\uff0cB \u8868\u793a\u5efa\u7b51\u7269\uff0cR \u8868\u793a\u9053\u8def\u7f51\u7edc\u7b49\u3002\u968f\u540e\uff0c\u8fd9\u79cd\u7b26\u53f7\u5316\u77e9\u9635\u88ab\u5e8f\u5217\u5316\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u76f4\u63a5\u5904\u7406\u7684\u5b57\u7b26\u4e32\u683c\u5f0f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"104\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-639-1024x104.jpg\" alt=\"\" class=\"wp-image-1609\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-639-1024x104.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-639-300x30.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-639-768x78.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-639.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d<img loading=\"lazy\" decoding=\"async\" width=\"46\" height=\"60\" src=\"blob:http:\/\/www.applicationsofllm.com\/6eda6b57-b642-4f91-ab8a-a8ef7d292995\" alt=\"\u56fe\u7247\">\u4ee3\u8868\u7b26\u53f7\u77e9\u9635\u7684\u7b2c i \u884c\u7b2c j \u5217\u4e2a\u5143\u7d20\uff0c\u800c \\n \u4ee3\u8868\u6362\u884c\u7b26\u3002\u8fd9\u79cd\u65b9\u5f0f\u6709\u6548\u4fdd\u6301\u4e86\u7a7a\u95f4\u5173\u7cfb\u7684\u5b8c\u6574\u6027\uff0c\u540c\u65f6\u53c8\u53ef\u4f7f\u7eaf\u6587\u672c\u57fa\u7840\u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u590d\u6742\u7684\u4e8c\u7ef4\u7a7a\u95f4\u5e03\u5c40\u3002<\/p>\n\n\n\n<p><strong>\u591a\u6a21\u6001\u89c6\u89c9\u878d\u5408\u673a\u5236\uff1a<\/strong>\u9488\u5bf9\u5177\u6709\u9ad8\u5ea6\u53d8\u5316\u7684\u590d\u6742\u5730\u5f62\u573a\u666f\uff0c\u672c\u6587\u8bad\u7ec3\u4e86\u89c6\u89c9\u6307\u4ee4\u96c6\u6210\u6a21\u5757\u3002\u8be5\u6846\u67b6\u5229\u7528\u9884\u8bad\u7ec3\u7684 CLIP \u89c6\u89c9\u7f16\u7801\u5668<img loading=\"lazy\" decoding=\"async\" width=\"34\" height=\"50\" src=\"blob:http:\/\/www.applicationsofllm.com\/6e2d9a3d-fbc2-4c53-b48c-992efa77c5e9\" alt=\"\u56fe\u7247\">\u63d0\u53d6\u9ad8\u7ef4\u89c6\u89c9\u7279\u5f81\u8868\u793a\uff0c\u968f\u540e\u901a\u8fc7\u4e13\u95e8\u8bbe\u8ba1\u7684\u591a\u5c42 CNN \u6295\u5f71\u7f51\u7edc Proj \u5c06\u8fd9\u4e9b\u7279\u5f81\u6620\u5c04\u5230&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/7bc65716-3bb4-4d3d-8f97-5761d0a1b935\" alt=\"\u56fe\u7247\">&nbsp;\u7684\u8bcd\u5d4c\u5165\u7a7a\u95f4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"62\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-255.png\" alt=\"\" class=\"wp-image-1611\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-255.png 360w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-255-300x52.png 300w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u91c7\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u8303\u5f0f\uff1a(1) CLIP \u5fae\u8c03\u9636\u6bb5\u3002\u4e13\u95e8\u9488\u5bf9\u5730\u5f62\u7406\u89e3\u4efb\u52a1\u5bf9<img loading=\"lazy\" decoding=\"async\" width=\"34\" height=\"50\" src=\"blob:http:\/\/www.applicationsofllm.com\/14c48a46-f982-4e5a-b040-d2208512a2af\" alt=\"\u56fe\u7247\">\u8fdb\u884c\u5fae\u8c03\uff1b(2) \u6301\u7eed\u9884\u8bad\u7ec3\u9636\u6bb5\u3002\u5728\u4fdd\u6301<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/7b86ffa0-06dc-4292-aeda-91b5ad8a0a8d\" alt=\"\u56fe\u7247\">\u548c CLIP \u6743\u91cd\u51bb\u7ed3\u7684\u6761\u4ef6\u4e0b\u8fdb\u884c Proj \u7684\u8bad\u7ec3\uff1b(3) \u7aef\u5230\u7aef\u5fae\u8c03\u9636\u6bb5\u3002\u6784\u5efa\u76f8\u5e94\u7684\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u6bcf\u4e2a\u6837\u672c\u5305\u542b\u89c6\u89c9\u4fe1\u606f\uff08\u9ad8\u5ea6\u56fe\uff09\u3001\u5e03\u5c40\u6587\u672c\u63cf\u8ff0\u4e0e\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u91c7\u7528\u4ea4\u53c9\u71b5\u635f\u5931\uff0c\u8054\u5408\u4f18\u5316 Proj \u6a21\u5757\u548c<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/4387e50d-0d8a-4b26-84df-ca2f331237c2\" alt=\"\u56fe\u7247\">\uff0c\u5176\u4e2d<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/8006bd1d-199b-40b2-ba28-43662ed70c9b\" alt=\"\u56fe\u7247\">\u4f7f\u7528\u8f7b\u91cf\u7ea7\u5927\u8bed\u8a00\u6a21\u578b LLaMA-2-7B\u3002<\/p>\n\n\n\n<p><strong>2. \u73af\u5883\u914d\u7f6e\u751f\u6210<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e\u5df2\u751f\u6210\u7684\u573a\u666f\u5e03\u5c40<img loading=\"lazy\" decoding=\"async\" width=\"46\" height=\"48\" src=\"blob:http:\/\/www.applicationsofllm.com\/06fd05d1-79a7-4f0f-be3d-84b983cccd1b\" alt=\"\u56fe\u7247\">\uff0c\u89c6\u89c9\u8f93\u5165\u4fe1\u606f<img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"40\" src=\"blob:http:\/\/www.applicationsofllm.com\/c00a5c10-8e13-4b7f-89cd-a955955b92e8\" alt=\"\u56fe\u7247\">\uff0c\u4ee5\u53ca\u73af\u5883\u914d\u7f6e\u7684\u6587\u672c\u63cf\u8ff0<img loading=\"lazy\" decoding=\"async\" width=\"52\" height=\"40\" src=\"blob:http:\/\/www.applicationsofllm.com\/b2af1615-36ed-4ae4-8f37-d15d22b88c31\" alt=\"\u56fe\u7247\">\uff0c\u8be5\u65b9\u6cd5\u8fdb\u4e00\u6b65\u6784\u5efa\u4e86\u73af\u5883\u914d\u7f6e\u751f\u6210\u6a21\u578b<img loading=\"lazy\" decoding=\"async\" width=\"104\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/87335b86-d8f4-4ece-bf51-3a182a0e38ff\" alt=\"\u56fe\u7247\">\uff0c\u5e76\u751f\u6210\u73af\u5883\u914d\u7f6e\u53c2\u6570<img loading=\"lazy\" decoding=\"async\" width=\"48\" height=\"52\" src=\"blob:http:\/\/www.applicationsofllm.com\/3442e9fb-aae7-4944-9b66-0dd511530158\" alt=\"\u56fe\u7247\">\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"466\" height=\"70\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257.png\" alt=\"\" class=\"wp-image-1615\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257.png 466w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-257-300x45.png 300w\" sizes=\"auto, (max-width: 466px) 100vw, 466px\" \/><\/figure>\n\n\n\n<p>\u8be5\u6a21\u578b\u80fd\u591f\u751f\u6210\u5173\u4e8e\u573a\u666f\u5185\u5bb9\u7684\u4e24\u65b9\u9762\u914d\u7f6e\uff1a\uff081\uff09<strong>\u573a\u666f\u5c5e\u6027<\/strong>\uff0c\uff082\uff09<strong>\u667a\u80fd\u4f53\u53c2\u6570<\/strong>\uff0c\u8be5\u4e24\u65b9\u9762\u914d\u7f6e\u5219\u4ee5 JSON \u6570\u636e\u683c\u5f0f\u7684\u6765\u8868\u8fbe\u3002\u9488\u5bf9<img loading=\"lazy\" decoding=\"async\" width=\"104\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/d0a36a9b-1484-4ff3-9d2c-99f09a8744d0\" alt=\"\u56fe\u7247\">\u7684\u8bad\u7ec3\uff0c\u8be5\u65b9\u6cd5\u6784\u5efa\u76f8\u5e94\u6570\u636e\u96c6\uff0c\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u5305\u542b\u89c6\u89c9\u4fe1\u606f\uff08\u9ad8\u5ea6\u56fe\uff09\u3001\u73af\u5883\u914d\u7f6e\u6587\u672c\u63cf\u8ff0\u3001\u573a\u666f\u5e03\u5c40\u4ee5\u53ca\u5bf9\u5e94\u7684\u73af\u5883\u914d\u7f6e\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u5bf9\u8f7b\u91cf\u7ea7\u5927\u8bed\u8a00\u6a21\u578b LLaMA-2-7B \u8fdb\u884c\u5fae\u8c03\uff0c\u6700\u7ec8\u5f97\u5230<img loading=\"lazy\" decoding=\"async\" width=\"104\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/dc06e2cd-5d53-4796-9040-4a6e853dcd3e\" alt=\"\u56fe\u7247\">\u3002<\/p>\n\n\n\n<p><strong>\u5c42\u6b21\u5316\u573a\u666f\u5c5e\u6027\u6846\u67b6<\/strong>\uff1a\u8be5\u65b9\u6cd5\u5efa\u7acb\u4e86\u53cc\u5c42\u573a\u666f\u5c5e\u6027\u7684\u5c42\u6b21\u5316\u7ed3\u6784\u6765\u7cbe\u786e\u5efa\u6a21\u573a\u666f\u7279\u5f81\u3002\u5176\u4e2d\uff0c<strong>\u7c97\u7c92\u5ea6\u5c5e\u6027\u5c42<\/strong>\u63a7\u5236\u5168\u5c40\u73af\u5883\u7279\u5f81\uff0c\u5305\u62ec\u5730\u5f62\u7c7b\u578b\u3001\u5b63\u8282\u53d8\u5316\u3001\u5929\u6c14\u72b6\u51b5\u3001\u65f6\u95f4\u8bbe\u5b9a\u548c\u827a\u672f\u98ce\u683c\u7b49\u5b8f\u89c2\u53c2\u6570\u3002<strong>\u7ec6\u7c92\u5ea6\u5c5e\u6027\u5c42<\/strong>\u5219\u6db5\u76d6\u591a\u79cd\u7ec6\u8282\u53c2\u6570\uff0c\u5982\u8d44\u4ea7\u7684\u6750\u8d28\u3001\u5bc6\u5ea6\u3001\u4f4d\u7f6e\u3001\u671d\u5411\u7b49\u3002\u8fd9\u4e9b\u7ec6\u7c92\u5ea6\u53c2\u6570\u7684\u5177\u4f53\u8868\u73b0\u53c8\u4f1a\u53d7\u5230\u7c97\u7c92\u5ea6\u5c5e\u6027\u7684\u7ea6\u675f\u548c\u5f71\u54cd\uff0c\u786e\u4fdd\u573a\u666f\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u5e76\u6709\u6548\u51cf\u5c11\u590d\u6742\u73af\u5883\u4e2d\u7684\u53c2\u6570\u51b2\u7a81\u3002<\/p>\n\n\n\n<p><strong>\u667a\u80fd\u4f53\u53c2\u6570\u751f\u6210\uff1a<\/strong>\u8be5\u6846\u67b6\u80fd\u591f\u751f\u6210\u52a8\u6001\u667a\u80fd\u4f53\u914d\u7f6e\u4fe1\u606f\uff0c\u5305\u62ec\u667a\u80fd\u4f53\u7c7b\u522b\u5206\u7c7b (\u4eba\u5f62\u673a\u5668\u4eba\u3001\u673a\u5668\u72d7\u3001\u52a8\u7269\u7b49)\u3001\u6570\u91cf\u3001\u884c\u4e3a\u72b6\u6001 (\u9759\u6b62\u3001\u79fb\u52a8\u7b49) \u548c\u7a7a\u95f4\u4f4d\u7f6e\u7b49\u3002\u8fd9\u4e9b\u53c2\u6570\u751f\u6210\u53d7\u5230\u573a\u666f\u5c5e\u6027\u7ea6\u675f\u548c\u89c6\u89c9\u6761\u4ef6\u9650\u5236\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u7684\u6b63\u786e\u5e03\u7f6e\uff0c\u4f8b\u5982\u6c34\u751f\u52a8\u7269\u4ec5\u51fa\u73b0\u5728\u6c34\u4f53\u533a\u57df\u3002<\/p>\n\n\n\n<p><strong>3. \u7a0b\u5e8f\u5316\u6e32\u67d3\u7ba1\u7ebf<\/strong><\/p>\n\n\n\n<p>\u5728\u751f\u6210\u5f97\u5230\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u548c\u73af\u5883\u914d\u7f6e\u540e\uff0c\u8be5\u65b9\u6cd5\u901a\u8fc7\u7279\u5b9a\u7684\u6e32\u67d3\u8fc7\u7a0b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"70\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-258.png\" alt=\"\" class=\"wp-image-1616\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-258.png 532w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-258-300x39.png 300w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/figure>\n\n\n\n<p>\u6765\u6700\u7ec8\u5f97\u5230\u865a\u62df\u7684 3D \u4e16\u754c<img loading=\"lazy\" decoding=\"async\" width=\"58\" height=\"38\" src=\"blob:http:\/\/www.applicationsofllm.com\/fe949c0c-a630-48cf-85e9-a0e4aa80a4d7\" alt=\"\u56fe\u7247\">\u3002\u5176\u4e2d\uff0cRender \u4e3a\u7279\u5b9a\u7684 3D \u6e32\u67d3\u5f15\u64ce\uff0c\u672c\u6587\u91c7\u7528\u5de5\u4e1a\u7ea7\u6e32\u67d3\u5f15\u64ce UE5\u3002<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/77eb7fa8-f71c-4e46-b9bd-a37337ed7daf\" alt=\"\u56fe\u7247\">&nbsp;\u548c&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/03cd8a29-6df4-4e0f-85fc-b592b42e65f8\" alt=\"\u56fe\u7247\">&nbsp;\u5206\u522b\u4f5c\u4e3a\u573a\u666f\u5e03\u5c40\u7684\u89e3\u7801\u5668\u548c\u73af\u5883\u914d\u7f6e\u7684\u8f6c\u8bd1\u7cfb\u7edf\uff0c\u5c06\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u548c JSON \u683c\u5f0f\u7684\u73af\u5883\u914d\u7f6e\u8f6c\u6362\u4e3a 3D \u6e32\u67d3\u5f15\u64ce\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u5e03\u5c40\u89e3\u7801\u5668<\/strong>\uff1a<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/ffb990de-9e91-44d8-aa3f-573944bd4b92\" alt=\"\u56fe\u7247\">\u5b9e\u73b0\u5bf9\u751f\u6210\u7684\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u8fdb\u884c\u7cbe\u786e\u5904\u7406\uff1a(1) \u5c06<img loading=\"lazy\" decoding=\"async\" width=\"96\" height=\"42\" src=\"blob:http:\/\/www.applicationsofllm.com\/629eecee-63d9-4017-8bdd-8642e216e615\" alt=\"\u56fe\u7247\">\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u8f6c\u6362\u4e3a\u5404\u573a\u666f\u7c7b\u578b\u7684\u964d\u91c7\u6837\u4e8c\u503c\u63a9\u7801\u56fe\u7247\uff1b(2) \u8c03\u6574\u63a9\u7801\u56fe\u50cf\u4ee5\u8fbe\u5230\u7279\u5b9a\u7684\u573a\u666f\u5927\u5c0f\u5e76\u901a\u8fc7\u8fb9\u7f18\u5e73\u6ed1\u6280\u672f\u5f62\u6210\u4e0d\u540c\u7c7b\u578b\u573a\u666f\u5185\u5bb9\u7684\u81ea\u7136\u8fc7\u6e21\u533a\u57df\uff1b(3) \u8f93\u51fa\u6e32\u67d3\u5f15\u64ce\u76f4\u63a5\u53ef\u8bfb\u7684\u5bf9\u5e94\u591a\u573a\u666f\u7c7b\u578b\u7684\u591a\u901a\u9053\u7070\u5ea6\u56fe\u50cf\u3002<\/p>\n\n\n\n<p><strong>\u73af\u5883\u914d\u7f6e\u8f6c\u8bd1\u7cfb\u7edf<\/strong>\uff1a<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/198582d8-3ef5-4ac4-af1e-e8e7a9f2d302\" alt=\"\u56fe\u7247\">\u8d1f\u8d23\u5c06 JSON \u683c\u5f0f\u7684\u73af\u5883\u914d\u7f6e\u53c2\u6570\u8f6c\u8bd1\u4e3a\u7279\u5b9a\u6e32\u67d3\u5f15\u64ce\u7684\u539f\u751f\u5c5e\u6027\u683c\u5f0f\uff0c\u7cbe\u786e\u63a7\u5236\u7269\u4f53\u548c\u667a\u80fd\u4f53\u7684\u7c7b\u578b\u3001\u72b6\u6001\u3001\u7a7a\u95f4\u5206\u5e03\u7b49\u8be6\u7ec6\u53c2\u6570\u3002<img loading=\"lazy\" decoding=\"async\" width=\"54\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/2f1aebfe-c6b4-4fec-9ada-12fdbf5007d4\" alt=\"\u56fe\u7247\">\u901a\u8fc7\u7f16\u5199\u8f6c\u6362\u811a\u672c\u6216\u501f\u52a9\u4ee5 Houdini \u7b49\u8f6f\u4ef6\u4e3a\u57fa\u7840\u5f00\u53d1\u7684\u4e13\u4e1a\u63d2\u4ef6\u6765\u5b9e\u73b0\u8f6c\u8bd1\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<p><strong>4. \u6570\u636e\u96c6\u6784\u5efa<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u4e2d\u6784\u5efa\u4e86\u4e24\u4e2a\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u6765\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff1a\uff081\uff09LoveDA\uff0c\u5305\u542b 8,236 \u4e2a\u7cbe\u5fc3\u6807\u6ce8\u7684\u90ca\u533a\u573a\u666f\u5b9e\u4f8b\uff0c\u901a\u8fc7\u5bf9\u5f00\u6e90\u6570\u636e\u96c6 LoveDA \u8fdb\u884c\u5904\u7406\u548c\u589e\u5f3a\u540e\u5f97\u5230\u3002\u8be5\u6570\u636e\u96c6\u7684\u573a\u666f\u8bbe\u5b9a\u4e3a\u56fa\u5b9a\u9ad8\u5ea6\u3002\uff082\uff09Wild\uff0c\u5305\u542b 24,380 \u4e2a\u591a\u6837\u5316\u7684\u8352\u91ce\u5730\u5f62\u5b9e\u4f8b\uff0c\u901a\u8fc7\u91c7\u96c6\u536b\u661f\u5730\u56fe\u6570\u636e\u8fdb\u884c\u5904\u7406\u5e76\u589e\u5f3a\u540e\u5f97\u5230\u3002\u8be5\u6570\u636e\u96c6\u7684\u573a\u666f\u8bbe\u5b9a\u4e3a\u53ef\u53d8\u9ad8\u5ea6\uff0c\u56e0\u6b64\u5305\u542b\u9ad8\u5ea6\u56fe\u548c\u5bf9\u5e94\u7684\u8349\u56fe\u3002<\/p>\n\n\n\n<p>\u5728\u4ee5\u4e0a\u4e24\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u9996\u5148\u5206\u522b\u6784\u5efa\u6bcf\u4e2a\u536b\u661f\u56fe\u7247\u6837\u672c\u7684\u573a\u666f\u5e03\u5c40\u548c\u5bf9\u5e94\u7684\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\uff0c\u540c\u65f6\u751f\u6210\u76f8\u5e94\u7684\u9ad8\u5ea6\u56fe\u548c\u8349\u56fe\u3002\u968f\u540e\u8fdb\u884c\u6570\u636e\u589e\u5f3a\uff0c\u5305\u62ec\u5bf9\u6bcf\u4e2a\u6837\u672c\u4e2d\u7684\u56fe\u7247\u548c\u5bf9\u5e94\u7684\u7b26\u53f7\u5316\u573a\u666f\u5e03\u5c40\u8fdb\u884c\u591a\u6b21\u65cb\u8f6c\u7b49\uff0c\u4ee5\u63d0\u5347\u8bad\u7ec3\u6240\u5f97\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u8fdb\u4e00\u6b65\uff0c\u901a\u8fc7 GPT-4o \u5bf9\u5e03\u5c40\u56fe\u7247\u8fdb\u884c\u6587\u5b57\u6807\u6ce8\uff0c\u7ed3\u5408\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0cGPT\u20114o \u80fd\u591f\u63d0\u4f9b\u573a\u666f\u548c\u8d44\u4ea7\u7684\u6709\u6548\u7684\u7a7a\u95f4\u5173\u7cfb\u4e0e\u5206\u5e03\u63cf\u8ff0\u3002\u5bf9\u4e8e\u9ad8\u5ea6\u56fe\uff0c\u540c\u6837\u5229\u7528 GPT\u20114o \u751f\u6210\u5173\u4e8e\u5730\u5f62\u8d77\u4f0f\u53d8\u5316\u53ca\u5176\u65b9\u5411\u7684\u63cf\u8ff0\u3002\u6700\u7ec8\u5f97\u5230\u4e86\u5bf9\u5e94\u7684\u573a\u666f\u5e03\u5c40\u6570\u636e\u96c6\u7528\u4ee5\u8bad\u7ec3<img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"44\" src=\"blob:http:\/\/www.applicationsofllm.com\/44473dad-b374-4d11-8362-e9dd70c2f453\" alt=\"\u56fe\u7247\">\u548c<img loading=\"lazy\" decoding=\"async\" width=\"42\" height=\"42\" src=\"blob:http:\/\/www.applicationsofllm.com\/2c75931c-9f78-4ee3-9573-dd9db5b84a89\" alt=\"\u56fe\u7247\">\u3002<\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\uff0c\u6784\u9020\u73af\u5883\u914d\u7f6e\u6570\u636e\u96c6\u4ee5\u8bad\u7ec3<img loading=\"lazy\" decoding=\"async\" width=\"104\" height=\"46\" src=\"blob:http:\/\/www.applicationsofllm.com\/2b94dccd-49c3-4946-ad6c-e715d2ba2130\" alt=\"\u56fe\u7247\">\u3002\u672c\u6587\u5bf9\u5e94\u7684\u63d0\u51fa\u4e00\u79cd\u5206\u5c42\u6846\u67b6\uff0c\u6784\u9020 LoveDA \u548c Wild \u73af\u5883\u914d\u7f6e\u6837\u672c\u3002\u9996\u5148\u7528 GPT\u20114o \u4e3a\u5e03\u5c40\u56fe\u4e0e\u9ad8\u5ea6\u56fe\u751f\u6210\u6587\u5b57\u63cf\u8ff0\u3002\u7136\u540e\u91c7\u7528\u90e8\u5206\u968f\u673a\u91c7\u6837\uff08\u9488\u5bf9\u67d0\u4e9b\u573a\u666f\u65e0\u5173\u7684\u914d\u7f6e\uff09\u4e0e\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u5de5\u7a0b\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u751f\u6210 JSON \u683c\u5f0f\u7684\u73af\u5883\u914d\u7f6e\uff08\u542b\u573a\u666f\u5c5e\u6027\u4e0e\u667a\u80fd\u4f53\u53c2\u6570\uff09\u3002\u6700\u540e\uff0c\u91c7\u7528\u57fa\u4e8e\u7279\u5b9a\u89c4\u5219\u7684\u63d0\u793a\u8bcd\uff0c\u5c06\u73af\u5883\u914d\u7f6e\u4e0e\u573a\u666f\u5e03\u5c40\u4ee5\u53ca\u9ad8\u5ea6\u56fe\u7684\u63cf\u8ff0\u878d\u5408\uff0c\u6307\u5bfc GPT\u20114o \u751f\u6210\u5b8c\u6574\u7684\u73af\u5883\u914d\u7f6e\u6587\u672c\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n<p><strong>1. \u57fa\u4e8e\u591a\u6a21\u6001\u6307\u4ee4\u7684\u573a\u666f\u5e03\u5c40\u751f\u6210<\/strong><\/p>\n\n\n\n<p>\u6587\u4e2d\u5c06 LatticeWorld \u4e0e GPT-4o\u3001Claude 3.7 Sonnet\u3001DeepSeek-R1 \u548c Qwen2-VL-Max \u7b49\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u5728\u56fa\u5b9a\u9ad8\u5ea6\u6761\u4ef6\uff08\u4ec5\u6587\u672c\u63cf\u8ff0\uff09\u548c\u53ef\u53d8\u9ad8\u5ea6\u6761\u4ef6\uff08\u8349\u56fe\u6240\u5bf9\u5e94\u8f6c\u5316\u6210\u7684\u9ad8\u5ea6\u56fe\u7684\u89c6\u89c9\u4fe1\u53f7\uff09\u4e0b\u6d4b\u8bd5\u6587\u672c\u5230\u5e03\u5c40\u7684\u751f\u6210\u80fd\u529b\u3002\u7ed3\u679c\u663e\u793a LatticeWorld \u5728\u751f\u6210\u51c6\u786e\u5e03\u5c40\u65b9\u9762\u8868\u73b0\u66f4\u4f18\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"957\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-643-1024x957.jpg\" alt=\"\" class=\"wp-image-1617\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-643-1024x957.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-643-300x280.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-643-768x717.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-643.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>2. \u73af\u5883\u751f\u6210\u80fd\u529b\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<p>\u4e0b\u9762\u7684\u8868\u683c\u5c55\u793a\u4e86 LatticeWorld \u5728\u4e0d\u540c\u591a\u6a21\u6001\u5e03\u5c40\u6307\u4ee4\u4e0b\u7684\u573a\u666f\u751f\u6210\u80fd\u529b\uff0c\u901a\u8fc7 $$32\\times 32$$ \u7684\u7b26\u53f7\u77e9\u9635\u7f16\u7801\u7a7a\u95f4\u5173\u7cfb\uff0c\u7ed3\u5408\u6587\u672c\u548c\u89c6\u89c9\u8f93\u5165\u8fdb\u884c\u573a\u666f\u751f\u6210\uff0c\u6240\u6709\u5e03\u5c40\u5747\u5728 UE5 \u4e2d\u6e32\u67d3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"494\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-644-1024x494.jpg\" alt=\"\" class=\"wp-image-1618\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-644-1024x494.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-644-300x145.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-644-768x370.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-644.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>3. \u573a\u666f\u5c5e\u6027\u751f\u6210\u9a8c\u8bc1<\/strong><\/p>\n\n\n\n<p>\u5728\u8be5\u5b9e\u9a8c\u4e2d\uff0c\u56fa\u5b9a\u573a\u666f\u5e03\u5c40\u5e76\u8f93\u5165\u4e0d\u540c\u7684\u73af\u5883\u63cf\u8ff0\uff0c\u9a8c\u8bc1\u4e86 LatticeWorld \u652f\u6301\u591a\u6837\u5316\u7684\u81ea\u7136\u73af\u5883\u751f\u6210\uff0c\u5e76\u80fd\u591f\u6709\u6548\u5730\u4f9d\u636e\u6587\u672c\u63cf\u8ff0\u8c03\u6574\u6574\u4e2a\u573a\u666f\u7684\u73af\u5883\u5c5e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"612\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-645-1024x612.jpg\" alt=\"\" class=\"wp-image-1619\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-645-1024x612.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-645-300x179.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-645-768x459.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-645.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>4. \u751f\u6210\u52a8\u6001\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u73af\u5883<\/strong><\/p>\n\n\n\n<p>\u8868\u683c\u5c55\u793a\u4e86\u57fa\u4e8e LatticeWorld \u6784\u5efa\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u73af\u5883\u7684\u80fd\u529b\u3002LatticeWorld \u652f\u6301\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\u751f\u6210\u667a\u80fd\u4f53\u53c2\u6570\u914d\u7f6e\uff08\u7c7b\u578b\u3001\u6570\u91cf\u3001\u5206\u5e03\u3001\u884c\u4e3a\u7b49\uff09\u3002\u751f\u6210\u7684 3D \u4e16\u754c\u4e2d\u53ef\u9884\u7f6e\u4e86\u57fa\u4e8e\u9884\u5b9a\u4e49\u89c4\u5219\u7684\u81ea\u4e3b\u5bf9\u6297\u884c\u4e3a\uff0c\u5982\u5728\u63a5\u8fd1\u65f6\u8fdb\u884c\u8ffd\u9010\u548c\u653b\u51fb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"695\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-646-1024x695.jpg\" alt=\"\" class=\"wp-image-1620\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-646-1024x695.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-646-300x204.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-646-768x521.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-646.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>5. LatticeWorld \u4e0e\u4e13\u4e1a\u827a\u672f\u5bb6\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u76f8\u540c\u7684\u5e03\u5c40\u548c\u53c2\u6570\u6307\u4ee4\uff0c\u5bf9\u6bd4\u4e13\u4e1a\u827a\u672f\u5bb6\u624b\u5de5\u521b\u4f5c\u548c LatticeWorld \u751f\u6210\u7684\u73af\u5883\u3002\u5de5\u4f5c\u91cf\u5bf9\u6bd4\u663e\u793a\uff0cLatticeWorld \u5c06\u603b\u5236\u4f5c\u65f6\u95f4\u4ece 55 \u5929\uff08\u624b\u5de5\uff09\u964d\u4f4e\u5230\u4e0d\u5230 0.6 \u5929\uff0c\u6548\u7387\u63d0\u5347\u8d85\u8fc7 90 \u500d\uff0c\u5728\u751f\u6210\u591a\u4e2a\u73af\u5883\u65f6\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"684\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-647-1024x684.jpg\" alt=\"\" class=\"wp-image-1621\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-647-1024x684.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-647-300x200.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-647-768x513.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-647.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0b\u65b9\u8868\u683c\u5c55\u793a\u4e86\u4e24\u8005\u5728\u6784\u5efa\u573a\u666f\u7684\u6548\u679c\u4e0a\u7684\u5bf9\u6bd4\uff0c\u53ef\u89c1 LatticeWorld \u4fdd\u8bc1\u4e86\u6781\u9ad8\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"457\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-648-1024x457.jpg\" alt=\"\" class=\"wp-image-1622\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-648-1024x457.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-648-300x134.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-648-768x342.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-648.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u672a\u6765\u5c55\u671b<\/strong><\/p>\n\n\n\n<p>\u672a\u6765\u8be5\u6846\u67b6\u53ef\u7ee7\u7eed\u6269\u5c55\u7814\u7a76\u7684\u65b9\u5411\u5305\u62ec\uff1a(1) \u8bbe\u8ba1\u66f4\u591a\u6837\u5316\u7684\u5bf9\u6297\u667a\u80fd\u4f53\u884c\u4e3a\u7b56\u7565\uff0c\u63d0\u5347\u4ea4\u4e92\u7684\u4e30\u5bcc\u6027\uff1b(2) \u652f\u6301\u591a\u73a9\u5bb6\u63a7\u5236\u548c AI \u7b97\u6cd5\u7b56\u7565\uff1b(3) \u5b9e\u73b0\u4e3b\u667a\u80fd\u4f53\u8eab\u4f53\u90e8\u4f4d\u7684\u7cbe\u7ec6\u5316\u72ec\u7acb\u63a7\u5236\uff1b(4) \u6269\u5145\u8d44\u4ea7\u5e93\uff0c\u589e\u52a0\u66f4\u591a\u5bf9\u8c61\u548c\u4ea4\u4e92\u5143\u7d20\u4ee5\u751f\u6210\u66f4\u52a0\u591a\u6837\u7684\u865a\u62df\u4e16\u754c\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6784\u5efa\u4e00\u4e2a\u5de5\u4e1a\u7ea7\u9ad8\u4eff\u771f 3D \u865a\u62df\u4e16\u754c\uff0c\u9700\u8981\u6295\u5165\u591a\u5c11\u65f6\u95f4\u4e0e\u4eba\u529b\uff1f\u5982\u679c\u4ec5\u9700\u4e00\u6bb5\u63cf\u8ff0\u3001\u4e00\u5f20\u8349\u56fe\uff0cAI \u4fbf\u53ef\u5feb\u901f\u81ea\u52a8\u751f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-1608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1608","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=1608"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1608\/revisions"}],"predecessor-version":[{"id":1623,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1608\/revisions\/1623"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/1610"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=1608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=1608"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=1608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}