{"id":4642,"date":"2025-12-16T21:00:20","date_gmt":"2025-12-16T13:00:20","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4642"},"modified":"2025-12-16T21:00:20","modified_gmt":"2025-12-16T13:00:20","slug":"202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-text-guided-controllable-diffusion-for-realistic-camouflage-images-generation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-text-guided-controllable-diffusion-for-realistic-camouflage-images-generation\/","title":{"rendered":"202512 \u8bba\u6587\u7814\u8bfb-Text-guided Controllable Diffusion for Realistic Camouflage Images Generation"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aYuhang Qian1,2, Haiyan Chen2, Wentong Li1, Ningzhong Liu2, Jie Qin1<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2025\u5e7411\u6708<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aAAAI 2026<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u5357\u4eac\u5927\u5b66<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u80cc\u666f<\/h1>\n\n\n\n<p>\u8ff7\u5f69\u56fe\u50cf\u751f\u6210\uff08CIG\uff09\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u65b0\u5174\u65b9\u5411\uff0c\u6838\u5fc3\u76ee\u6807\u662f\u5408\u6210\u76ee\u6807\u7269\u4f53\u4e0e\u5468\u56f4\u73af\u5883\u548c\u8c10\u878d\u5408\u3001\u89c6\u89c9\u4e00\u81f4\u6027\u5f3a\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u95ee\u9898\uff1a\u73b0\u6709 CIG \u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\u8303\u5f0f\uff0c\u4f46\u5747\u5b58\u5728\u660e\u663e\u7f3a\u9677\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u80cc\u666f\u9002\u914d\u8303\u5f0f\uff1a\u901a\u8fc7\u6539\u53d8\u7269\u4f53\u989c\u8272\u548c\u7eb9\u7406\u4f7f\u5176\u878d\u5165\u80cc\u666f\uff0c\u4f46\u7834\u574f\u7269\u4f53\u5916\u89c2\u4e14\u5ffd\u7565\u524d\u666f\u4e0e\u80cc\u666f\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u4e0d\u7b26\u5408\u81ea\u7136\u4f2a\u88c5\u89c4\u5f8b\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u666f\u5f15\u5bfc\u8303\u5f0f\uff1a\u5229\u7528\u751f\u6210\u6a21\u578b\u57fa\u4e8e\u524d\u666f\u7269\u4f53\u8865\u5168\u80cc\u666f\uff0c\u4f46\u7f3a\u4e4f\u8bed\u4e49\u8003\u91cf\uff0c\u751f\u6210\u7684\u80cc\u666f\u5b58\u5728\u4e25\u91cd\u4f2a\u5f71\uff0c\u771f\u5b9e\u611f\u4e0d\u8db3\u3002\u00b7<\/li>\n\n\n\n<li>\u5173\u952e\u74f6\u9888\uff1a\u73b0\u6709\u65b9\u6cd5\u5747\u672a\u6709\u6548\u89e3\u51b3 \u201c\u7269\u4f53\u4e0e\u80cc\u666f\u7684\u903b\u8f91\u5408\u7406\u6027\u201d \u95ee\u9898\uff0c\u4e14\u8ff7\u5f69\u8bad\u7ec3\u6570\u636e\u96c6\u7a00\u7f3a\uff0c\u8fdb\u4e00\u6b65\u9650\u5236\u4e86\u6280\u672f\u53d1\u5c55<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e3b\u8981\u8d21\u732e<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u51fa\u8ff7\u5f69\u63ed\u793a\u5bf9\u8bdd\u673a\u5236\uff08CRDM\uff09\uff1a\u501f\u52a9\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u7684\u56fe\u50cf\u611f\u77e5\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff0c\u4e3a\u8ff7\u5f69\u6570\u636e\u96c6\u751f\u6210\u9ad8\u8d28\u91cf\u6587\u672c\u63d0\u793a\uff0c\u586b\u8865\u4e86\u73b0\u6709 COD \u6570\u636e\u96c6\u7f3a\u4e4f\u6587\u672c\u6807\u6ce8\u7684\u7a7a\u767d\uff0c\u4f7f\u6587\u672c\u5f15\u5bfc\u7684\u8ff7\u5f69\u751f\u6210\u8303\u5f0f\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u8ba1 CT-CIG \u6846\u67b6\uff1a\u4ee5\u7a33\u5b9a\u6269\u6563\u6a21\u578b\uff08Stable Diffusion\uff09\u4e3a\u9aa8\u5e72\uff0c\u6574\u5408\u8f7b\u91cf\u7ea7\u63a7\u5236\u5668\u548c\u9891\u7387\u4ea4\u4e92\u7ec6\u5316\u6a21\u5757\uff08FIRM\uff09\uff0c\u5b9e\u73b0\u53ef\u63a7\u3001\u9ad8\u4fdd\u771f\u7684\u8ff7\u5f69\u56fe\u50cf\u751f\u6210\uff0c\u540c\u65f6\u4fdd\u8bc1\u7269\u4f53\u4f4d\u7f6e\u5f62\u72b6\u7cbe\u51c6\u6027\u548c\u7eb9\u7406\u7ec6\u8282\u4e30\u5bcc\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165\u4ea4\u53c9\u5f52\u4e00\u5316\uff08CN\uff09\uff1a\u89e3\u51b3\u63a7\u5236\u7279\u5f81\u4e0e\u542b\u566a\u6f5c\u53d8\u91cf\u7684\u5206\u5e03\u5dee\u5f02\u95ee\u9898\uff0c\u63d0\u5347\u8bad\u7ec3\u7a33\u5b9a\u6027\uff1b\u7ed3\u5408 LPIPS \u611f\u77e5\u635f\u5931\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u751f\u6210\u56fe\u50cf\u7684\u81ea\u7136\u771f\u5b9e\u611f\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u9762\u9a8c\u8bc1\u6709\u6548\u6027\uff1a\u901a\u8fc7\u591a\u7ec4\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u65b9\u6cd5\u5728\u56fe\u50cf\u8d28\u91cf\uff08FID\u3001KID\uff09\u548c\u6587\u672c\u5bf9\u9f50\u6027\uff08CLIPScore\uff09\u4e0a\u7684\u4f18\u52bf\uff0c\u4e3a\u6587\u672c\u5f15\u5bfc\u8ff7\u5f69\u751f\u6210\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6280\u672f\u65b9\u6848\u548c\u57fa\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u65b9\u6cd5<\/h1>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"691\" height=\"248\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-32.png\" alt=\"\" class=\"wp-image-4645\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-32.png 691w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-32-300x108.png 300w\" sizes=\"auto, (max-width: 691px) 100vw, 691px\" \/><\/figure>\n\n\n\n<p>\u8f93\u5165\u4e09\u79cd\u4fe1\u606f\uff1a\u63a9\u7801\u56fe\uff08\u9ed1\u8272\u4ee3\u8868\u4e3b\u4f53\uff0c\u767d\u8272\u4ee3\u8868\u80cc\u666f\uff09\u3001\u539f\u59cb\u56fe\u50cf\u3001VLM \u751f\u6210\u7684\u63cf\u8ff0\u6027\u6587\u672c<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528 control encoder \u5bf9\u63a9\u7801\u56fe\u7f16\u7801\uff0c\u5f62\u6210\u63a7\u5236\u4fe1\u53f7\u77e9\u9635\uff1b<\/li>\n\n\n\n<li>\u7528 VAE \u7f16\u7801\u8f93\u5165\u7684\u539f\u59cb\u56fe\u50cf\uff0c\u8f93\u51fa\u6e05\u6670\u6f5c\u53d8\u91cf\uff08z\u2080\uff09\uff0c\u7ed9 z\u2080\u52a0\u5165\u9ad8\u65af\u566a\u58f0\u540e\uff0c\u5f97\u5230\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\uff08z\u209c\uff09\uff1b<\/li>\n\n\n\n<li>VLM \u751f\u6210\u7684\u63cf\u8ff0\u6027\u6587\u672c\u4f20\u5165 CLIP \u7f16\u7801\u5668\uff0c\u8f93\u51fa\u6587\u672c\u5d4c\u5165\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"595\" height=\"280\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-33.png\" alt=\"\" class=\"wp-image-4647\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-33.png 595w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-33-300x141.png 300w\" sizes=\"auto, (max-width: 595px) 100vw, 595px\" \/><\/figure>\n\n\n\n<p>FIRM \u7ed3\u6784\uff1a\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\u548c\u63a7\u5236\u4fe1\u53f7\u5206\u522b\u7ecf\u5085\u91cc\u53f6\u53d8\u6362\u8f6c\u81f3\u9891\u7387\u57df\uff1b\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\u7684\u9891\u7387\u57df\u7ed3\u679c\u53d6\u7edd\u5bf9\u503c\uff0c\u5f97\u5230\u9891\u7387\u5e45\u5ea6\u77e9\u9635\uff0c\u8f93\u5165\u6ce8\u610f\u529b\u751f\u6210\u5668\uff08\u4e24\u5c42\u5377\u79ef\u5c42\u63d0\u53d6\u9ad8\u9891\u7eb9\u7406\u7279\u5f81\uff09\uff0c\u8f93\u51fa\u6ce8\u610f\u529b\u6743\u91cd\u56fe A\uff1b\u5c06\u63a7\u5236\u4fe1\u53f7\u7684\u9891\u7387\u57df\u7ed3\u679c\u4e0e\u6ce8\u610f\u529b\u6743\u91cd\u56fe A \u76f8\u4e58\uff0c\u901a\u8fc7\u95e8\u63a7\u673a\u5236\u8c03\u6574\u589e\u5f3a\u5f3a\u5ea6\uff0c\u5f97\u5230\u589e\u5f3a\u7684\u9891\u7387\u57df\u7279\u5f81\uff1b\u518d\u901a\u8fc7\u5085\u91cc\u53f6\u9006\u53d8\u6362\uff0c\u5c06\u9891\u7387\u57df\u4fe1\u53f7\u8f6c\u56de\u7279\u5f81\u57df\uff0c\u8f93\u51fa\u589e\u5f3a\u540e\u7684\u63a7\u5236\u7279\u5f81\u3002\u589e\u5f3a\u540e\u7684\u63a7\u5236\u7279\u5f81\u8f93\u5165 CN \u7ed3\u6784\u505a\u4ea4\u53c9\u5f52\u4e00\u5316\uff0c\u8f93\u51fa\u4e0e\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\u5206\u5e03\u5bf9\u9f50\u7684\u63a7\u5236\u7279\u5f81\u77e9\u9635\u3002<\/p>\n\n\n\n<p>U-Net \u9636\u6bb5\uff1a\u5bf9\u9f50\u540e\u7684\u63a7\u5236\u7279\u5f81\u77e9\u9635\u3001\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\uff08z\u209c\uff09\u3001\u6587\u672c\u5d4c\u5165\u4e09\u7c7b\u8f93\u5165\u4f20\u5165 U-Net\uff1bU-Net \u4ece\u5e26\u566a\u58f0\u6f5c\u53d8\u91cf\u4e2d\u63d0\u53d6\u7684\u56fe\u50cf\u7279\u5f81\u4f5c\u4e3a Q\uff0c\u6587\u672c\u5d4c\u5165\u4f5c\u4e3a K\/V\uff0c\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u5339\u914d\u8bed\u4e49\uff1bU-Net \u5728\u63a7\u5236\u7279\u5f81\uff08\u5f62\u72b6 \/ \u4f4d\u7f6e\u7ea6\u675f\uff09\u548c\u6587\u672c\u5d4c\u5165\uff08\u8bed\u4e49\u7ea6\u675f\uff09\u4e0b\uff0c\u9884\u6d4b z\u209c\u4e2d\u7684\u566a\u58f0\uff0c\u4ece z\u209c\u4e2d\u51cf\u53bb\u8be5\u566a\u58f0\u5b8c\u6210\u53bb\u566a\uff0c\u8f93\u51fa\u6e05\u6670\u6f5c\u53d8\u91cf\uff08z\u2080&#8217;\uff09\u3002<\/p>\n\n\n\n<p>\u6e05\u6670\u6f5c\u53d8\u91cf z\u2080&#8217; \u7ecf VAE \u89e3\u7801\u5668\u89e3\u7801\uff0c\u751f\u6210\u6700\u7ec8\u7684\u4f2a\u88c5\u50cf\u7d20\u56fe\u50cf\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h1>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<p>1\u3001\u6570\u636e\u96c6\u4e0e\u6307\u6807\uff1a\u91c7\u7528 LAKE-RED \u6570\u636e\u96c6\uff0c\u5305\u542b 4040 \u5f20\u8bad\u7ec3\u56fe\u50cf\u300119419 \u5f20\u9a8c\u8bc1\u56fe\u50cf\u548c 5066 \u5f20\u6d4b\u8bd5\u56fe\u50cf\u3002\u8bad\u7ec3\u96c6\u7531 COD10K\u548c CAMO\u7684\u4f2a\u88c5\u56fe\u50cf\u7ec4\u6210\uff1b\u6d4b\u8bd5\u96c6\u5206\u4e3a\u4e09\u7c7b\uff1a\u4f2a\u88c5\u7269\u4f53\u3001\u663e\u8457\u7269\u4f53\u548c\u666e\u901a\u7269\u4f53\uff0c\u6bcf\u7c7b\u5404 6473 \u5f20\u56fe\u50cf\u3002\u901a\u8fc7 VLM \u5904\u7406\u8fd9\u4e9b\u56fe\u50cf\uff0c\u5f62\u6210\u76f8\u5173\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\uff1b\u4f7f\u7528 CLIPScore\u8861\u91cf\u8bad\u7ec3\u548c\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u7684\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u9f50\u5ea6\u3002\u9009\u62e9 FID\u548c KID\u91cf\u5316\u751f\u6210\u56fe\u50cf\u8d28\u91cf\uff0c\u4ee5 COD10K \u7684 5066 \u5f20\u4f2a\u88c5\u56fe\u50cf\u4e3a\u8bc4\u4f30\u57fa\u51c6\u3002<\/p>\n\n\n\n<p>2\u3001\u786c\u4ef6\u4e0e\u53c2\u6570\uff1a\u901a\u8fc7 VLLM \u6846\u67b6\u6784\u5efa Qwen2.5-VL\uff0c\u57fa\u4e8e ControlNext \u5b9e\u73b0 CT-CIG\uff0c\u4ee5\u9884\u8bad\u7ec3 SDXL \u4e3a\u6269\u6563\u57fa\u7840\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5c06\u56fe\u50cf\u548c\u63a7\u5236\u63a9\u7801\u8c03\u6574\u4e3a 512\u00d7512 \u5927\u5c0f\uff0c\u8f6c\u6362\u4e3a 128\u00d7128 \u7684\u6f5c\u53d8\u91cf\uff0c\u6279\u5927\u5c0f\u8bbe\u4e3a 4\uff1b\u63a7\u5236\u5c3a\u5ea6\u8bbe\u4e3a 1.2\uff0c\u8f7b\u91cf\u5316\u63a7\u5236\u7f51\u7edc\u548c FIRM \u7684\u5b66\u4e60\u7387\u8bbe\u4e3a 1e-4\uff08\u4fbf\u4e8e\u63a7\u5236\u4fe1\u53f7\u9002\u914d\uff09\uff0cSDXL UNet \u7684\u5b66\u4e60\u7387\u8bbe\u4e3a 5e-6\uff08\u8c28\u614e\u5fae\u8c03\uff09\u3002\u4f7f\u7528 4 \u5757 NVIDIA RTX A5000 GPU \u8bad\u7ec3 CT-CIG 80 \u4e2a epoch\uff0c\u8017\u65f6\u7ea6 8 \u5c0f\u65f6\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u5bf9\u6bd4\u5b9e\u9a8c\uff1a\u4e0e 11 \u79cd\u73b0\u6709\u6700\u4f18\uff08SOTA\uff09\u65b9\u6cd5\u5bf9\u6bd4\uff0c\u6db5\u76d6\u80cc\u666f\u9002\u914d\u3001\u524d\u666f\u5f15\u5bfc\u548c\u6587\u672c\u5f15\u5bfc\u4e09\u7c7b\u8303\u5f0f\uff0c\u5305\u62ec LCGNet\u3001LAKERED\u3001ControlNet \u7b49\u7ecf\u5178\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\uff1a\u9a8c\u8bc1\u6838\u5fc3\u7ec4\u4ef6\u7684\u6709\u6548\u6027\uff0c\u5305\u62ec \u201c\u65e0 FIRM&amp;CN\u201d\u201c\u65e0 CN\u201d\u201c\u65e0 FIRM\u201d \u4e09\u79cd\u914d\u7f6e\uff0c\u4ee5\u53ca\u4e0d\u540c\u6587\u672c\u63d0\u793a\uff08\u7b80\u5355\u63d0\u793a\u3001\u8be6\u7ec6\u63d0\u793a\u3001\u542b\u8f6e\u5ed3\u63cf\u8ff0\u63d0\u793a\u7b49\uff09\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"932\" height=\"320\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-34.png\" alt=\"\" class=\"wp-image-4649\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-34.png 932w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-34-300x103.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-34-768x264.png 768w\" sizes=\"auto, (max-width: 932px) 100vw, 932px\" \/><\/figure>\n\n\n\n<p>CT-CIG \u5728\u6574\u4f53\u8bbe\u7f6e\u4e0b\u7684\u56fe\u50cf\u8d28\u91cf\u548c\u6587\u672c\u5bf9\u9f50\u5ea6\u5747\u6700\u4f18\uff0c\u6574\u4f53FID\u4e3a52.88\u3001KID\u4e3a0.0169\u3001CLIPScore\uff0c0.3243\uff0c\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u5bf9\u6bd4\u65b9\u6cd5\u3002\u5728\u7c7b\u522b\u7279\u5f02\u6027\u4efb\u52a1\u4e2d\u4e5f\u4fdd\u6301\u9ad8\u5ea6\u7ade\u4e89\u529b\uff0c\u5728\u8ff7\u5f69\u7269\u4f53\u3001\u663e\u8457\u7269\u4f53\u548c\u666e\u901a\u7269\u4f53\u4e09\u7c7b\u6d4b\u8bd5\u96c6\u4e2d\u5747\u4fdd\u6301\u7ade\u4e89\u529b\uff0c\u5176\u4e2d\u8ff7\u5f69\u7269\u4f53\u751f\u6210\u7684FID \u4f4e\u81f330.59\u5c55\u73b0\u51fa\u6700\u5177\u4f18\u52bf\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"266\" height=\"108\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-35.png\" alt=\"\" class=\"wp-image-4650\"\/><\/figure>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\uff0c\u5b8c\u6574CT-CIG \u6846\u67b6\u7684\u6027\u80fd\u6700\u4f18\uff0c\u53bb\u9664FIRM\u6216CN\u540e\uff0cFID\u5747\u51fa\u73b0\u4e0d\u540c\u7a0b\u5ea6\u4e0a\u5347\uff0c\u9a8c\u8bc1\u4e86\u5404\u7ec4\u4ef6\u7684\u5fc5\u8981\u6027\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u542f\u53d1\u4e0e\u5c40\u9650<\/h1>\n\n\n\n<p><strong>\u6838\u5fc3\u542f\u53d1<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u878d\u5408\u4ef7\u503c\uff1a\u6587\u672c\u4e0e\u56fe\u50cf\u7684\u8de8\u6a21\u6001\u5f15\u5bfc\u80fd\u591f\u6709\u6548\u89e3\u51b3 \u201c\u903b\u8f91\u5408\u7406\u6027\u201d \u95ee\u9898\uff0c\u4e3a\u751f\u6210\u7c7b\u4efb\u52a1\u63d0\u4f9b\u4e86\u65b0\u7684\u4f18\u5316\u601d\u8def\u3002<\/p>\n\n\n\n<p>\u6a21\u5757\u5316\u8bbe\u8ba1\u4f18\u52bf\uff1a\u901a\u8fc7\u8f7b\u91cf\u7ea7\u63a7\u5236\u5668\u3001\u9891\u7387\u7ec6\u5316\u6a21\u5757\u7b49\u4e13\u7528\u7ec4\u4ef6\uff0c\u5728\u4e0d\u91cd\u6784\u9aa8\u5e72\u6a21\u578b\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u4e86\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u7cbe\u51c6\u9002\u914d\uff0c\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u589e\u5f3a\u65b0\u601d\u8def\uff1a\u5229\u7528 VLM \u751f\u6210\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\uff0c\u53ef\u6709\u6548\u7f13\u89e3\u5c0f\u4f17\u9886\u57df\u6570\u636e\u96c6\u7a00\u7f3a\u7684\u74f6\u9888\uff0c\u4e3a\u540c\u7c7b\u7814\u7a76\u63d0\u4f9b\u4e86\u6570\u636e\u6784\u5efa\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u5c40\u9650\u6027<\/strong><\/p>\n\n\n\n<p>\u5c0f\u7269\u4f53\u5904\u7406\u4e0d\u8db3\uff1aVLM \u96be\u4ee5\u51c6\u786e\u8bc6\u522b\u5c0f\u5c3a\u5bf8\u8ff7\u5f69\u7269\u4f53\uff0c\u5bfc\u81f4\u8fd9\u7c7b\u76ee\u6807\u7684\u751f\u6210\u7ed3\u679c\u5b58\u5728\u903b\u8f91\u504f\u5dee\u6216\u5185\u5bb9\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u672a\u89c1\u8fc7\u7269\u4f53\u9002\u914d\u5dee\uff1a\u5bf9\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u5305\u542b\u7684\u7269\u4f53\u7c7b\u522b\uff0c\u6a21\u578b\u7f3a\u4e4f\u76f8\u5173\u4f2a\u88c5\u6a21\u5f0f\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u751f\u6210\u7684\u8ff7\u5f69\u6548\u679c\u4e0d\u4f73\uff0c\u751a\u81f3\u51fa\u73b0\u4f4d\u7f6e\u504f\u79fb\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5bf9\u9f50\u601d\u8003<\/h1>\n\n\n\n<p>1.\u6280\u672f\u521b\u65b0&#8212;\u591a\u6a21\u6001\u62d3\u6251\u8ba4\u77e5<\/p>\n\n\n\n<p>\u73b0\u6709\u6a21\u578b\u5728\u591a\u6a21\u6001\u5bf9\u9f50\u4efb\u52a1\u4e2d\u5e38\u4f9d\u8d56\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\u5c40\u90e8\u7279\u5f81\u5339\u914d\uff0c\u4f46\u5f80\u5f80\u5ffd\u89c6\u4e86\u6a21\u6001\u5185\u90e8\u8bed\u4e49\u7ed3\u6784\u4e0e\u8de8\u6a21\u6001\u5168\u5c40\u5173\u8054\u7684\u4e00\u81f4\u6027\uff0c\u8fd9\u4e5f\u4f7f\u5f97\u7c7b\u4f3c\u672c\u8bba\u6587\u4f2a\u88c5\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u6613\u51fa\u73b0 \u201c\u5c40\u90e8\u7eb9\u7406\u5339\u914d\u4f46\u7269\u4f53\u4e0e\u73af\u5883\u903b\u8f91\u77db\u76fe\u201d \u7684\u95ee\u9898 \u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u8bba\u6587\u901a\u8fc7 VLM \u7684\u5bf9\u8bdd\u673a\u5236\u5efa\u7acb\u4e86\u56fe\u6587\u8bed\u4e49\u5173\u8054\u3001\u501f\u52a9 FIRM \u5b9e\u73b0\u4e86\u63a7\u5236\u4fe1\u53f7\u4e0e\u56fe\u50cf\u7eb9\u7406\u7684\u9891\u7387\u57df\u878d\u5408\uff0c\u4f46\u8fd9\u7c7b\u5904\u7406\u4ecd\u805a\u7126\u4e8e\u5355\u6a21\u6001\u7ec6\u8282\u6216\u5c40\u90e8\u7279\u5f81\u7684\u5bf9\u9f50\uff0c\u672a\u663e\u5f0f\u7ea6\u675f\u591a\u6a21\u6001\u8bed\u4e49\u6d41\u5f62\u7684\u5168\u5c40\u7ed3\u6784\u3002\u800c\u5f15\u5165\u62d3\u6251\u4fdd\u6301\u7ea6\u675f\uff08\u5982\u6301\u4e45\u540c\u8c03\u3001\u62d3\u6251\u8ddd\u79bb\u635f\u5931\uff09\u6216\u8de8\u6a21\u6001\u7ed3\u6784\u6620\u5c04\uff0c\u80fd\u591f\u8ba9\u6a21\u578b\u5728\u5bf9\u9f50\u56fe\u50cf\u3001\u6587\u672c\u3001\u63a7\u5236\u4fe1\u53f7\u7b49\u6a21\u6001\u65f6\uff0c\u4e3b\u52a8\u7ef4\u6301\u5404\u6a21\u6001\u8bed\u4e49\u7ed3\u6784\u7684\u4e00\u81f4\u6027\uff08\u4f8b\u5982 \u201c\u8774\u8776\u201d \u5728\u56fe\u50cf\u4e2d\u7684\u5f62\u72b6\u7ed3\u6784\u3001\u6587\u672c\u4e2d\u7684\u7269\u79cd\u63cf\u8ff0\u3001\u63a7\u5236\u4fe1\u53f7\u4e2d\u7684\u8f6e\u5ed3\u7ea6\u675f\u9700\u5728\u62d3\u6251\u5c42\u9762\u7edf\u4e00\uff09\uff0c\u8fd9\u7c7b\u5c06\u62d3\u6251\u8ba4\u77e5\u878d\u5165\u591a\u6a21\u6001\u5bf9\u9f50\u7684\u601d\u8def\uff0c\u5728\u5f53\u524d\u76f8\u5173\u7814\u7a76\u4e2d\u5c1a\u5c5e\u7a00\u7f3a\uff0c\u65e2\u80fd\u591f\u89e3\u51b3\u5168\u5c40\u903b\u8f91\u77db\u76fe\u7684\u75db\u70b9\uff0c\u4e5f\u80fd\u4e3a\u540e\u7eed\u751f\u6210\u4efb\u52a1\u63d0\u4f9b\u66f4\u7a33\u5b9a\u3001\u7ed3\u6784\u5316\u7684\u591a\u6a21\u6001\u57fa\u7840\u8868\u793a\uff0c\u5177\u5907\u8f83\u5f3a\u7684\u521b\u65b0\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>2.0\u6280\u672f\u76ee\u6807&#8212;\u865a\u62df\u58f0\u666f\u5b6a\u751f\u751f\u6210<\/p>\n\n\n\n<p>\u4f9d\u6258\u672c\u8bba\u6587\u6240\u91c7\u7528\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u4e0e\u591a\u6a21\u6001\u53ef\u63a7\u751f\u6210\u6846\u67b6\uff0c\u53ef\u8fdb\u4e00\u6b65\u62d3\u5c55\u81f3 \u201c\u865a\u62df\u58f0\u666f\u5b6a\u751f\u751f\u6210\u201d \u7684\u6280\u672f\u76ee\u6807\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\u662f\u4ece\u89c6\u89c9\u573a\u666f\u9884\u6d4b\u97f3\u9891\uff0c\u501f\u9274\u8bba\u6587\u4e2d\u89c6\u89c9 &#8211; \u6587\u672c\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u903b\u8f91\uff0c\u901a\u8fc7\u89c6\u89c9 &#8211; \u97f3\u9891\u4ea4\u53c9\u6ce8\u610f\u529b\u5efa\u6a21\u89c6\u89c9\u573a\u666f\u4e2d\u7684\u58f0\u6e90\u4f4d\u7f6e\uff08\u5982\u4f2a\u88c5\u56fe\u50cf\u91cc\u8774\u8776\u6240\u5904\u7684\u67af\u53f6\u533a\u57df\uff09\u4e0e\u6750\u8d28\u53cd\u5c04\u7279\u5f81\uff08\u5982\u67af\u53f6\u7eb9\u7406\u5bf9\u5e94\u7684\u6c99\u6c99\u58f0\u9891\u8c31\uff09\uff0c\u4f7f\u751f\u6210\u7684\u97f3\u9891\u4e0e\u89c6\u89c9\u573a\u666f\u5728\u611f\u77e5\u5c42\u9762\u9ad8\u5ea6\u4e00\u81f4\uff1b<\/p>\n\n\n\n<p>\u5176\u6b21\u662f\u4ece\u97f3\u9891\u53cd\u63a8\u73af\u5883\u89c6\u89c9\u7ed3\u6784\uff0c\u7ed3\u5408\u8bba\u6587\u4e2d\u9891\u7387\u57df\u7279\u5f81\u878d\u5408\u7684\u601d\u8def\uff0c\u901a\u8fc7\u62d3\u6251\u4e00\u81f4\u6027\u7ea6\u675f\u5b66\u4e60\u58f0\u97f3\u4f20\u64ad\u8def\u5f84\uff08\u5982\u56de\u58f0\u5bf9\u5e94\u7684\u7a7a\u95f4\u5927\u5c0f\uff09\u4e0e\u73af\u5883\u89c6\u89c9\u5e03\u5c40\u7684\u5173\u8054\uff0c\u8f85\u52a9\u6570\u5b57\u5b6a\u751f\u7a7a\u95f4\u7684\u7ed3\u6784\u91cd\u5efa\uff1b<\/p>\n\n\n\n<p>\u6700\u540e\u662f\u5b9e\u73b0\u56fe\u6587\u58f0\u4e09\u6a21\u6001\u8054\u5408\u751f\u6210\uff0c\u7ed3\u5408\u5f53\u524d\u4e09\u6a21\u6001\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u8d8b\u52bf\uff0c\u5c06\u8bba\u6587\u4e2d \u201c\u6587\u672c\u5f15\u5bfc\u56fe\u50cf\u751f\u6210\u201d \u7684\u67b6\u6784\u6269\u5c55\u4e3a\u7edf\u4e00\u6846\u67b6\uff0c\u5b8c\u6210 \u201c\u63cf\u8ff0\u6027\u6587\u672c \u2014 \u89c6\u89c9\u573a\u666f \u2014 \u5339\u914d\u58f0\u666f\u201d \u7684\u4e00\u4f53\u5316\u751f\u6210\uff0c\u6700\u7ec8\u5b9e\u73b0\u89c6\u89c9\u4e0e\u58f0\u5b66\u7279\u5f81\u534f\u540c\u7684\u865a\u62df\u573a\u666f\u5b6a\u751f\u3002<\/p>\n\n\n\n<p>3.2\u573a\u666f\u529f\u80fd&#8212;EchoMie<\/p>\n\n\n\n<p>\u501f\u52a9\u878d\u5165\u62d3\u6251\u8ba4\u77e5\u7684\u591a\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\uff0cEchoMie \u7cfb\u7edf\u80fd\u591f\u5728\u89c6\u89c9\u3001\u8bed\u97f3\u3001\u6587\u672c\u7b49\u6a21\u6001\u95f4\u5efa\u7acb\u7ed3\u6784\u5316\u5173\u8054\uff0c\u4ece\u800c\u66f4\u7cbe\u51c6\u5730\u8bc6\u522b\u7528\u6237\u60c5\u7eea\u72b6\u6001 \u2014\u2014 \u4f8b\u5982\u83b7\u53d6\u7528\u6237\u6240\u5904\u73af\u5883\u7684\u89c6\u89c9\u56fe\u50cf\uff08\u7c7b\u4f3c\u8bba\u6587\u4e2d\u7684\u539f\u59cb\u56fe\u50cf\u8f93\u5165\uff09\u3001\u8bed\u97f3\u4fe1\u53f7\u4e0e\u6587\u672c\u8868\u8fbe\u540e\uff0c\u7cfb\u7edf\u53ef\u901a\u8fc7\u8de8\u6a21\u6001\u62d3\u6251\u5bf9\u9f50\uff0c\u5c06\u7528\u6237\u9762\u90e8\u8868\u60c5\u7684\u5f62\u72b6\u7ed3\u6784\u3001\u8bed\u97f3\u7684\u8282\u594f\u80fd\u91cf\u7279\u5f81\u3001\u6587\u672c\u7684\u60c5\u611f\u503e\u5411\u6620\u5c04\u81f3\u7edf\u4e00\u7684\u60c5\u7eea\u8bed\u4e49\u62d3\u6251\u7a7a\u95f4\uff0c\u907f\u514d\u5355\u4e00\u6a21\u6001\u566a\u58f0\u5bfc\u81f4\u7684\u60c5\u7eea\u8bef\u5224\uff0c\u5f62\u6210\u7a33\u5b9a\u4e14\u4e00\u81f4\u7684\u60c5\u7eea\u8868\u5f81\uff0c\u8fd9\u4e00\u8868\u5f81\u4e5f\u5c06\u4e3a\u540e\u7eed\u751f\u6210\u6a21\u5757\u63d0\u4f9b\u6e05\u6670\u7684\u8bed\u4e49\u7ed3\u6784\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u800c\u4f9d\u6258\u865a\u62df\u58f0\u666f\u5b6a\u751f\u751f\u6210\u6280\u672f\uff0cEchoMie \u53ef\u57fa\u4e8e\u8bc6\u522b\u51fa\u7684\u60c5\u7eea\u72b6\u6001\uff0c\u6784\u5efa\u4e0e\u73b0\u5b9e\u73af\u5883\u65e0\u8fdd\u548c\u611f\u7684\u8212\u7f13\u4f53\u9a8c\uff1a\u4f8b\u5982\u9488\u5bf9\u60b2\u4f24\u60c5\u7eea\uff0c\u7cfb\u7edf\u4f1a\u751f\u6210\u4e0e\u7528\u6237\u5f53\u524d\u73af\u5883\uff08\u5982\u529e\u516c\u5ba4\u684c\u9762\uff09\u62d3\u6251\u5339\u914d\u7684\u6696\u8272\u8c03\u89c6\u89c9\u5143\u7d20\uff08\u7c7b\u4f3c\u8bba\u6587\u4e2d\u4f2a\u88c5\u56fe\u50cf\u7684\u73af\u5883\u878d\u5408\u903b\u8f91\uff09\uff0c\u540c\u65f6\u642d\u914d\u8f7b\u67d4\u7684\u73af\u5883\u58f0\u666f\uff08\u5982\u684c\u9762\u7eff\u690d\u5bf9\u5e94\u7684\u5fae\u98ce\u58f0\uff09\uff1b\u9488\u5bf9\u7126\u8651\u60c5\u7eea\uff0c\u5219\u751f\u6210\u4f4e\u523a\u6fc0\u7684\u81ea\u7136\u89c6\u89c9\u573a\u666f\u4e0e\u67d4\u548c\u7684\u767d\u566a\u97f3\uff0c\u4e14\u89c6\u89c9\u4e0e\u58f0\u666f\u4f1a\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\u8bed\u4e49\u8fde\u8d2f\uff0c\u5e76\u975e\u7b80\u5355\u7684\u5143\u7d20\u53e0\u52a0\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u770b\uff0cEchoMie \u7684\u529f\u80fd\u53ef\u56f4\u7ed5\u8fd9\u4e00\u903b\u8f91\u5c55\u5f00\uff1a\u5b9e\u65f6\u6355\u6349\u7528\u6237\u7684\u591a\u6a21\u6001\u8f93\u5165\uff08\u73af\u5883\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u6587\u672c\uff09\uff0c\u901a\u8fc7\u8de8\u6a21\u6001\u62d3\u6251\u5bf9\u9f50\u8ffd\u8e2a\u60c5\u7eea\u8d8b\u52bf\u5e76\u5728 AR \u89c6\u56fe\u53cd\u9988\uff1b\u57fa\u4e8e\u60c5\u7eea\u72b6\u6001\uff0c\u5229\u7528\u7c7b\u4f3c\u8bba\u6587\u7684\u53ef\u63a7\u751f\u6210\u80fd\u529b\uff0c\u5728\u73b0\u5b9e\u89c6\u91ce\u4e2d\u53e0\u52a0\u4e0e\u73af\u5883\u878d\u5408\u7684\u5b89\u629a\u6027\u865a\u62df\u5143\u7d20\uff08\u5982\u5339\u914d\u684c\u9762\u7eb9\u7406\u7684\u865a\u62df\u7eff\u690d\u3001\u5177\u5907\u7a7a\u95f4\u611f\u77e5\u7684\u8f7b\u67d4\u58f0\u666f\uff09\uff1b\u7ed3\u5408\u7528\u6237\u6307\u4ee4\uff0c\u901a\u8fc7\u56fe\u6587\u58f0\u4e09\u6a21\u6001\u751f\u6210\u80fd\u529b\u63d0\u4f9b\u4e2a\u6027\u5316\u60c5\u7eea\u5f15\u5bfc\uff08\u5982\u6cbb\u6108\u7cfb\u77ed\u53e5\u3001\u51a5\u60f3\u63d0\u793a\uff09\uff1b\u82e5\u6269\u5c55\u81f3\u7528\u6237\u751f\u6d3b\u7a7a\u95f4\u7684\u6570\u5b57\u5b6a\u751f\uff0c\u8fd8\u80fd\u4f9d\u6258\u62d3\u6251\u5173\u8054\u7684\u73af\u5883\u9002\u914d\u80fd\u529b\uff0c\u5728\u771f\u5b9e\u623f\u95f4\u4e2d\u53e0\u52a0\u5339\u914d\u5e03\u5c40\u7684\u67d4\u548c\u706f\u5149\u3001\u865a\u62df\u690d\u7269\u7b49\u5143\u7d20\uff0c\u5b9e\u73b0 \u201c\u73af\u5883\u7ea7\u201d \u7684\u60c5\u7eea\u5173\u6000\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aYuhang Qian1,2, Haiyan Chen2, Wentong Li1, Ningzhong [&hellip;]<\/p>\n","protected":false},"author":70,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4642","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4642","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/70"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4642"}],"version-history":[{"count":5,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4642\/revisions"}],"predecessor-version":[{"id":4675,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4642\/revisions\/4675"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}