{"id":29254,"date":"2025-03-24T09:41:53","date_gmt":"2025-03-24T01:41:53","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29254"},"modified":"2025-03-24T09:41:53","modified_gmt":"2025-03-24T01:41:53","slug":"lhm","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/lhm\/","title":{"rendered":"LHM\uff1a\u4ece\u5355\u5f20\u56fe\u7247\u751f\u6210\u652f\u6301\u52a8\u4f5c\u76843D\u4eba\u4f53\u6a21\u578b"},"content":{"rendered":"<p>LHM\uff08Large Animatable Human Reconstruction Model\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u7531aigc3d\u56e2\u961f\u5f00\u53d1\uff0c\u80fd\u4ece\u4e00\u5f20\u56fe\u7247\u5feb\u901f\u751f\u6210\u652f\u6301\u52a8\u4f5c\u76843D\u4eba\u4f53\u6a21\u578b\u3002\u6838\u5fc3\u7279\u8272\u662f\u7528AI\u6280\u672f\uff0c\u51e0\u79d2\u5185\u628a2D\u56fe\u50cf\u53d8\u62103D\u6a21\u578b\uff0c\u652f\u6301\u5b9e\u65f6\u9884\u89c8\u548c\u59ff\u52bf\u8c03\u6574\u3002LHM\u91c7\u75283D Gaussian Splatting\u6280\u672f\u8868\u793a\u4eba\u4f53\uff0c\u7ed3\u5408\u591a\u6a21\u6001\u53d8\u6362\u5668\u67b6\u6784\uff0c\u80fd\u4fdd\u7559\u8863\u670d\u7eb9\u7406\u548c\u51e0\u4f55\u7ec6\u8282\u3002\u9879\u76ee\u57282025\u5e743\u670813\u65e5\u9996\u6b21\u53d1\u5e03\uff0c\u63d0\u4f9b\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u4ee3\u7801\uff0c\u9002\u5408\u7814\u7a76\u6216\u5f00\u53d13D\u6570\u5b57\u4eba\u76f8\u5173\u5e94\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29255\" title=\"LHM\uff1a\u4ece\u5355\u5f20\u56fe\u7247\u751f\u6210\u652f\u6301\u52a8\u4f5c\u76843D\u4eba\u4f53\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/bbad4bfae2b4a28.png\" alt=\"LHM\uff1a\u4ece\u5355\u5f20\u56fe\u7247\u751f\u6210\u652f\u6301\u52a8\u4f5c\u76843D\u4eba\u4f53\u6a21\u578b-1\" width=\"1065\" height=\"620\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/bbad4bfae2b4a28.png 1065w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/bbad4bfae2b4a28-768x447.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/bbad4bfae2b4a28-18x10.png 18w\" sizes=\"auto, (max-width: 1065px) 100vw, 1065px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u4ece\u5355\u5f20\u56fe\u7247\u751f\u62103D\u4eba\u4f53\u6a21\u578b\uff0c\u51e0\u79d2\u5185\u5b8c\u6210\u3002<\/li>\n<li>\u652f\u6301\u5b9e\u65f6\u6e32\u67d3\uff0c\u751f\u6210\u7684\u6a21\u578b\u80fd\u76f4\u63a5\u67e5\u770b\u3002<\/li>\n<li>\u63d0\u4f9b\u52a8\u4f5c\u529f\u80fd\uff0c\u53ef\u8c03\u6574\u4eba\u4f53\u59ff\u52bf\u751f\u6210\u52a8\u6001\u89c6\u9891\u3002<\/li>\n<li>\u8f93\u51fa3D\u7f51\u683c\u6587\u4ef6\uff08\u5982OBJ\u683c\u5f0f\uff09\uff0c\u65b9\u4fbf\u540e\u7eed\u7f16\u8f91\u3002<\/li>\n<li>\u5305\u542b\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982LHM-0.5B\u548cLHM-1B\uff09\uff0c\u65e0\u9700\u81ea\u5df1\u8bad\u7ec3\u3002<\/li>\n<li>\u96c6\u6210Gradio\u754c\u9762\uff0c\u652f\u6301\u672c\u5730\u53ef\u89c6\u5316\u64cd\u4f5c\u3002<\/li>\n<li>\u63d0\u4f9b\u89c6\u9891\u5904\u7406\u7ba1\u9053\uff0c\u53ef\u4ece\u89c6\u9891\u63d0\u53d6\u52a8\u4f5c\u5e94\u7528\u5230\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>LHM\u7684\u4f7f\u7528\u5206\u4e3a\u5b89\u88c5\u548c\u64cd\u4f5c\u4e24\u90e8\u5206\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u5e2e\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong><br \/>\n\u7cfb\u7edf\u9700\u8981Python 3.10\u548cCUDA\uff08\u652f\u630111.8\u621612.1\u7248\u672c\uff09\u3002\u5efa\u8bae\u7528NVIDIA\u663e\u5361\uff0c\u6bd4\u5982A100\u62164090\uff0c\u663e\u5b58\u81f3\u5c1116GB\u3002<\/p>\n<ul>\n<li>\u68c0\u67e5Python\u7248\u672c\uff1a\n<pre><code>python --version\r\n<\/code><\/pre>\n<\/li>\n<li>\u68c0\u67e5CUDA\u7248\u672c\uff1a\n<pre><code>nvcc --version\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff0c\u4e0b\u8f7dLHM\u4ee3\u7801\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/aigc3d\/LHM.git\r\ncd LHM<\/code><\/pre>\n<\/li>\n<\/ol>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u6839\u636e\u4f60\u7684CUDA\u7248\u672c\u8fd0\u884c\u5bf9\u5e94\u811a\u672c\uff1a<\/p>\n<ul>\n<li>CUDA 11.8\uff1a\n<pre><code>sh .\/install_cu118.sh\r\n<\/code><\/pre>\n<\/li>\n<li>CUDA 12.1\uff1a\n<pre><code>sh .\/install_cu121.sh\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u811a\u672c\u5931\u8d25\uff0c\u53ef\u624b\u52a8\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong><br \/>\n\u6a21\u578b\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u3002\u5982\u679c\u60f3\u624b\u52a8\u4e0b\u8f7d\uff0c\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<ul>\n<li>LHM-0.5B\u6a21\u578b\uff1a\n<pre><code>wget https:\/\/virutalbuy-public.oss-cn-hangzhou.aliyuncs.com\/share\/aigc3d\/data\/for_lingteng\/LHM\/LHM-0.5B.tar\r\ntar -xvf LHM-0.5B.tar\r\n<\/code><\/pre>\n<\/li>\n<li>LHM-1B\u6a21\u578b\uff1a\n<pre><code>wget https:\/\/virutalbuy-public.oss-cn-hangzhou.aliyuncs.com\/share\/aigc3d\/data\/for_lingteng\/LHM\/LHM-1B.tar\r\ntar -xvf LHM-1B.tar\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u4e0b\u8f7d\u540e\u89e3\u538b\u5230\u9879\u76ee\u6839\u76ee\u5f55\u3002<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u8fd0\u884c\u6d4b\u8bd5\u547d\u4ee4\uff0c\u786e\u4fdd\u73af\u5883\u6b63\u5e38\uff1a<\/p>\n<pre><code>python app.py\r\n<\/code><\/pre>\n<p>\u5982\u679c\u6210\u529f\uff0c\u4f1a\u542f\u52a8Gradio\u754c\u9762\u3002<\/li>\n<\/ol>\n<h3>\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>\u751f\u62103D\u6a21\u578b<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u56fe\u7247<\/strong><br \/>\n\u51c6\u5907\u4e00\u5f20\u5305\u542b\u4eba\u4f53\u5168\u8eab\u7684\u6e05\u6670\u56fe\u7247\uff0c\u4fdd\u5b58\u5230\u672c\u5730\uff0c\u6bd4\u5982<code>&lt;path_to_image&gt;\/person.jpg<\/code>\u3002<\/li>\n<li><strong>\u8fd0\u884c\u63a8\u7406\u811a\u672c<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\uff1a<\/p>\n<pre><code>bash .\/inference.sh .\/configs\/inference\/human-lrm-1B.yaml LHM-1B &lt;path_to_image&gt;\/ .\/output\/\r\n<\/code><\/pre>\n<ul>\n<li><code>&lt;path_to_image&gt;<\/code>\u662f\u4f60\u7684\u56fe\u7247\u8def\u5f84\u3002<\/li>\n<li><code>.\/output\/<\/code>\u662f\u8f93\u51fa\u6587\u4ef6\u5939\uff0c\u751f\u6210\u7ed3\u679c\u4f1a\u4fdd\u5b58\u5728\u8fd9\u91cc\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong><br \/>\n\u751f\u6210\u540e\uff0c<code>&lt;output&gt;<\/code>\u6587\u4ef6\u5939\u4f1a\u67093D\u6a21\u578b\u6587\u4ef6\u548c\u6e32\u67d3\u89c6\u9891\u3002\u53ef\u4ee5\u75283D\u8f6f\u4ef6\uff08\u5982Blender\uff09\u6253\u5f00\u7f51\u683c\u6587\u4ef6\uff0c\u6216\u76f4\u63a5\u64ad\u653e\u89c6\u9891\u3002<\/li>\n<\/ol>\n<h4>\u6dfb\u52a0\u52a8\u4f5c<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u52a8\u4f5c\u5e8f\u5217<\/strong><br \/>\n\u9879\u76ee\u63d0\u4f9b\u793a\u4f8b\u52a8\u4f5c\u6587\u4ef6\uff0c\u4f4d\u4e8e<code>&lt;LHM\u6839\u76ee\u5f55&gt;\/train_data\/motion_video\/mimo1\/smplx_params<\/code>\u3002\u4f60\u4e5f\u53ef\u4ee5\u7528\u81ea\u5df1\u7684SMPL-X\u53c2\u6570\u6587\u4ef6\u3002<\/li>\n<li><strong>\u8fd0\u884c\u52a8\u4f5c\u811a\u672c<\/strong><br \/>\n\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>bash .\/inference.sh .\/configs\/inference\/human-lrm-1B.yaml LHM-1B &lt;path_to_image&gt;\/ &lt;path_to_motion&gt;\/smplx_params\r\n<\/code><\/pre>\n<ul>\n<li><code>&lt;path_to_motion&gt;<\/code>\u662f\u52a8\u4f5c\u6587\u4ef6\u8def\u5f84\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9884\u89c8\u52a8\u4f5c\u89c6\u9891<\/strong><br \/>\n\u8f93\u51fa\u6587\u4ef6\u5939\u4f1a\u751f\u6210\u52a8\u4f5c\u89c6\u9891\uff0c\u76f4\u63a5\u64ad\u653e\u5373\u53ef\u3002<\/li>\n<\/ol>\n<h4>\u4f7f\u7528Gradio\u754c\u9762<\/h4>\n<ol>\n<li><strong>\u542f\u52a8\u754c\u9762<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\uff1a<\/p>\n<pre><code>python app.py\r\n<\/code><\/pre>\n<p>\u6d4f\u89c8\u5668\u4f1a\u6253\u5f00<code>http:\/\/0.0.0.0:7860<\/code>\u3002<\/li>\n<li><strong>\u4e0a\u4f20\u56fe\u7247<\/strong><br \/>\n\u5728\u754c\u9762\u4e0a\u4f20\u4e00\u5f20\u4eba\u4f53\u56fe\u7247\uff0c\u70b9\u51fb\u201c\u63d0\u4ea4\u201d\u3002<\/li>\n<li><strong>\u83b7\u53d6\u7ed3\u679c<\/strong><br \/>\n\u51e0\u79d2\u540e\uff0c\u754c\u9762\u4f1a\u663e\u793a\u6e32\u67d3\u56fe\u7247\u548c\u52a8\u4f5c\u89c6\u9891\uff0c\u53ef\u4e0b\u8f7d\u67e5\u770b\u3002<\/li>\n<\/ol>\n<h4>\u5bfc\u51fa3D\u7f51\u683c<\/h4>\n<ol>\n<li><strong>\u8fd0\u884c\u5bfc\u51fa\u811a\u672c<\/strong><br \/>\n\u8f93\u5165\uff1a<\/p>\n<pre><code>bash .\/inference_mesh.sh .\/configs\/inference\/human-lrm-1B.yaml LHM-1B\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u627e\u5230\u6587\u4ef6<\/strong><br \/>\n\u8f93\u51fa\u6587\u4ef6\u5939\u4f1a\u6709OBJ\u683c\u5f0f\u7684\u7f51\u683c\u6587\u4ef6\uff0c\u53ef\u75283D\u8f6f\u4ef6\u7f16\u8f91\u3002<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u56fe\u7247\u9700\u6e05\u6670\uff0c\u80cc\u666f\u7b80\u5355\u6548\u679c\u66f4\u597d\u3002<\/li>\n<li>\u52a8\u4f5c\u6548\u679c\u53d6\u51b3\u4e8e\u8f93\u5165\u52a8\u4f5c\u7684\u8d28\u91cf\u3002<\/li>\n<li>\u5982\u679c\u663e\u5b58\u4e0d\u591f\uff0c\u8bd5\u7528LHM-0.5B\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u6e38\u620f\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u7528LHM\u4ece\u7167\u7247\u5feb\u901f\u751f\u62103D\u89d2\u8272\u6a21\u578b\uff0c\u8c03\u6574\u59ff\u52bf\u540e\u5bfc\u5165\u6e38\u620f\u5f15\u64ce\uff0c\u8282\u7701\u5efa\u6a21\u65f6\u95f4\u3002<\/li>\n<li><strong>\u5f71\u89c6\u5236\u4f5c<\/strong><br \/>\n\u5f71\u89c6\u56e2\u961f\u80fd\u7528LHM\u5236\u4f5c\u6570\u5b57\u66ff\u8eab\uff0c\u751f\u6210\u52a8\u4f5c\u89c6\u9891\u540e\u7528\u4e8e\u7279\u6548\u573a\u666f\uff0c\u964d\u4f4e\u4eba\u5de5\u5efa\u6a21\u6210\u672c\u3002<\/li>\n<li><strong>\u865a\u62df\u4e3b\u64ad<\/strong><br \/>\n\u4e3b\u64ad\u53ef\u4e0a\u4f20\u81ea\u5df1\u7684\u7167\u7247\uff0c\u751f\u62103D\u5f62\u8c61\uff0c\u518d\u6dfb\u52a0\u52a8\u4f5c\uff0c\u6253\u9020\u4e2a\u6027\u5316\u865a\u62df\u5f62\u8c61\u3002<\/li>\n<li><strong>\u6559\u80b2\u7814\u7a76<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u80fd\u7528LHM\u6d4b\u8bd53D\u91cd\u5efa\u7b97\u6cd5\uff0c\u6216\u5728\u8bfe\u5802\u5c55\u793a\u4ece\u56fe\u7247\u5230\u6a21\u578b\u7684\u8f6c\u6362\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>LHM\u652f\u6301\u54ea\u4e9b\u56fe\u7247\u683c\u5f0f\uff1f<\/strong><br \/>\n\u652f\u6301\u5e38\u89c1\u683c\u5f0f\u5982JPG\u3001PNG\uff0c\u5efa\u8bae\u7528JPG\uff0c\u6587\u4ef6\u5927\u5c0f\u4e0d\u8d85\u8fc710MB\u3002<\/li>\n<li><strong>\u751f\u6210\u6a21\u578b\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/strong><br \/>\n\u5728A100\u663e\u5361\u4e0a\u7ea60.2\u79d2\uff0c4090\u663e\u5361\u4e0a1-2\u79d2\uff0c\u56e0\u786c\u4ef6\u4e0d\u540c\u7565\u6709\u53d8\u5316\u3002<\/li>\n<li><strong>\u53ef\u4ee5\u81ea\u5df1\u8bad\u7ec3\u6a21\u578b\u5417\uff1f<\/strong><br \/>\n\u53ef\u4ee5\uff0c\u4f46\u5b98\u65b9\u6ca1\u63d0\u4f9b\u8bad\u7ec3\u811a\u672c\u3002\u9700\u8981\u51c6\u5907\u6570\u636e\u96c6\u548c\u8c03\u6574\u4ee3\u7801\uff0c\u9002\u5408\u6709\u7ecf\u9a8c\u7684\u7528\u6237\u3002<\/li>\n<li><strong>\u8f93\u51fa\u76843D\u6a21\u578b\u80fd\u7f16\u8f91\u5417\uff1f<\/strong><br \/>\n\u53ef\u4ee5\u3002\u5bfc\u51faOBJ\u6587\u4ef6\u540e\uff0c\u7528Blender\u6216Maya\u7f16\u8f91\u51e0\u4f55\u548c\u7eb9\u7406\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>LHM\uff08Large Animatable Human Reconstruction 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