{"id":7289,"date":"2026-09-06T10:21:25","date_gmt":"2026-09-06T02:21:25","guid":{"rendered":"https:\/\/nullthought.net\/?p=7289"},"modified":"2026-09-06T10:21:27","modified_gmt":"2026-09-06T02:21:27","slug":"%e7%94%a8-ai-%e8%a7%86%e8%a7%89%e7%a7%b0%e9%87%8d%e6%8e%89%e8%90%bd%e5%92%96%e5%95%a1%e7%b2%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7289","title":{"rendered":"\u7528 AI \u89c6\u89c9\u79f0\u91cd\u6389\u843d\u5496\u5561\u7c89"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u300a<a href=\"https:\/\/arxiv.org\/pdf\/2609.02528\" target=\"_blank\" rel=\"noopener\">Doppio: A Dataset for Contactless Weight Estimation of Falling Particles<\/a>\u300b\u7814\u7a76\u4e86\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u7b80\u5355\u3001\u5b9e\u9645\u4e0a\u5f88\u6709\u5de5\u4e1a\u610f\u4e49\u7684\u95ee\u9898\uff1a\u80fd\u4e0d\u80fd\u53ea\u9760\u6444\u50cf\u5934\uff0c\u770b\u7740\u4e0d\u65ad\u4e0b\u843d\u7684\u9897\u7c92\uff0c\u5c31\u4f30\u7b97\u51fa\u5b83\u4eec\u7684\u91cd\u91cf\uff1f\u7814\u7a76\u56e2\u961f\u4ee5\u5496\u5561\u7c89\u4e3a\u5b9e\u9a8c\u5bf9\u8c61\uff0c\u5e0c\u671b\u63a2\u7d22\u4e00\u79cd\u201c\u975e\u63a5\u89e6\u5f0f\u89c6\u89c9\u79f0\u91cd\u201d\u65b9\u6cd5\u3002\u5b83\u7684\u610f\u4e49\u5e76\u4e0d\u5c40\u9650\u4e8e\u5496\u5561\uff0c\u800c\u662f\u6307\u5411\u4e00\u4e2a\u66f4\u5927\u7684\u65b9\u5411\uff1a\u8ba9\u6444\u50cf\u5934\u548cAI\u9010\u6e10\u627f\u62c5\u4f20\u7edf\u7269\u7406\u4f20\u611f\u5668\u7684\u4e00\u90e8\u5206\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-1024x1024.jpg\" alt=\"\" class=\"wp-image-7290\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-1024x1024.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/09\/AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd.jpg 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">AI\u89c6\u89c9\u5496\u5561\u9897\u7c92\u79f0\u91cd<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u79f0\u91cd\u901a\u5e38\u9700\u8981\u7535\u5b50\u79e4\u3001\u79f0\u91cd\u4f20\u611f\u5668\u6216\u8005\u4e13\u95e8\u7684\u673a\u68b0\u7ed3\u6784\uff0c\u7269\u6599\u5fc5\u987b\u843d\u5230\u79e4\u4e0a\u624d\u80fd\u6d4b\u91cf\u3002\u4f46\u5728\u5f88\u591a\u8fde\u7eed\u751f\u4ea7\u573a\u666f\u4e2d\uff0c\u7c89\u672b\u548c\u9897\u7c92\u4e00\u76f4\u5904\u4e8e\u8fd0\u52a8\u72b6\u6001\uff0c\u4f8b\u5982\u98df\u54c1\u52a0\u5de5\u3001\u836f\u54c1\u751f\u4ea7\u3001\u5851\u6599\u9897\u7c92\u8f93\u9001\u3001\u5316\u5de5\u7c89\u6599\u4ee5\u53ca\u91d1\u5c5e\u7c89\u672b\u9001\u6599\u3002\u8fd9\u4e9b\u573a\u666f\u5982\u679c\u5e0c\u671b\u8fde\u7eed\u3001\u5b9e\u65f6\u6d4b\u91cf\u7269\u6599\u6d41\u91cf\uff0c\u4f20\u7edf\u79f0\u91cd\u7cfb\u7edf\u5f80\u5f80\u6bd4\u8f83\u590d\u6742\uff0c\u8fd8\u5bb9\u6613\u53d7\u5230\u673a\u68b0\u632f\u52a8\u7b49\u56e0\u7d20\u5f71\u54cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Doppio\u7684\u601d\u8def\u975e\u5e38\u76f4\u63a5\uff1a\u7528\u9ad8\u901f\u6444\u50cf\u5934\u62cd\u6444\u6b63\u5728\u4e0b\u843d\u7684\u5496\u5561\u7c89\uff0c\u8ba9AI\u5224\u65ad\u6bcf\u4e00\u5c0f\u6bb5\u65f6\u95f4\u5185\u6709\u591a\u5c11\u7269\u6599\u7ecf\u8fc7\uff0c\u518d\u4e0d\u65ad\u7d2f\u79ef\uff0c\u5f97\u5230\u5df2\u7ecf\u901a\u8fc7\u7684\u603b\u91cd\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u4eba\u5458\u4e13\u95e8\u642d\u5efa\u4e86\u4e00\u5957\u6570\u636e\u91c7\u96c6\u7cfb\u7edf\uff0c\u4f7f\u7528Canon EOS R5\u6444\u50cf\u673a\uff0c\u4ee54K\u300160\u5e27\u6bcf\u79d2\u62cd\u6444\u5feb\u901f\u4e0b\u843d\u7684\u5496\u5561\u9897\u7c92\u3002\u5b9e\u9a8c\u5305\u542b3\u79cd\u5496\u5561\u8c46\u300125\u6863\u7814\u78e8\u7c92\u5ea6\uff0c\u5171\u91c7\u96c6219\u6761\u5b8c\u6574\u5e8f\u5217\uff0c\u6bcf\u6b21\u5b9e\u9a8c\u5927\u7ea6\u5904\u740632\u514b\u5496\u5561\u7c89\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u5f97\u5230\u201c\u771f\u5b9e\u91cd\u91cf\u201d\u4f5c\u4e3aAI\u8bad\u7ec3\u6807\u7b7e\uff0c\u7814\u7a76\u4eba\u5458\u540c\u65f6\u62cd\u6444\u5496\u5561\u673a\u7535\u5b50\u79e4\u7684\u663e\u793a\u5c4f\uff0c\u518d\u901a\u8fc7OCR\u81ea\u52a8\u8bc6\u522b\u91cd\u91cf\u3002\u7531\u4e8e\u5496\u5561\u7c89\u7ecf\u8fc7\u6444\u50cf\u533a\u57df\u4e4b\u540e\uff0c\u8fd8\u9700\u8981\u4e00\u5c0f\u6bb5\u65f6\u95f4\u624d\u80fd\u771f\u6b63\u843d\u5230\u79e4\u4e0a\uff0c\u56e0\u6b64\u7814\u7a76\u56e2\u961f\u8fd8\u5bf9\u89c6\u9891\u4e0e\u79f0\u91cd\u6570\u636e\u8fdb\u884c\u4e86\u65f6\u95f4\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u65b9\u6cd5\u5176\u5b9e\u975e\u5e38\u503c\u5f97\u5de5\u4e1aAI\u9879\u76ee\u501f\u9274\uff1a\u8bad\u7ec3\u9636\u6bb5\u4ecd\u7136\u4f7f\u7528\u4f20\u7edf\u4f20\u611f\u5668\u63d0\u4f9b\u771f\u5b9e\u6807\u7b7e\uff0cAI\u901a\u8fc7\u5b66\u4e60\u6444\u50cf\u5934\u6570\u636e\u4e0e\u771f\u5b9e\u7269\u7406\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u672a\u6765\u90e8\u7f72\u65f6\u5c31\u6709\u53ef\u80fd\u51cf\u5c11\u5bf9\u4f20\u7edf\u4f20\u611f\u5668\u7684\u4f9d\u8d56\u3002\u8fd9\u7c7b\u7cfb\u7edf\u901a\u5e38\u88ab\u79f0\u4e3aSoft Sensor\uff0c\u4e5f\u5c31\u662f\u201c\u8f6f\u6d4b\u91cf\u201d\u6216\u8005\u201c\u865a\u62df\u4f20\u611f\u5668\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6a21\u578b\u8bbe\u8ba1\u4e0a\uff0c\u8fd9\u7bc7\u8bba\u6587\u5e76\u6ca1\u6709\u4f7f\u7528\u590d\u6742\u7684\u89c6\u89c9\u5927\u6a21\u578b\uff0c\u800c\u662f\u6bd4\u8f83\u4e86\u51e0\u79cd\u6210\u719f\u3001\u5b9e\u7528\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7c7b\u662f\u9010\u5e27\u6a21\u578bFFN(feed-forward network)\uff0c\u4f7f\u7528MobileNet\u6216ResNet\u76f4\u63a5\u89c2\u5bdf\u5355\u5f20\u56fe\u50cf\uff0c\u5224\u65ad\u8fd9\u4e00\u5e27\u5bf9\u5e94\u591a\u5c11\u65b0\u589e\u91cd\u91cf\u3002\u5b83\u7684\u4f18\u70b9\u662f\u7ed3\u6784\u7b80\u5355\u3001\u8ba1\u7b97\u91cf\u4f4e\uff0c\u7f3a\u70b9\u662f\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u8fde\u7eed\u8fd0\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u7c7b\u662f\u5728CNN\u540e\u9762\u52a0\u5165GRU\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u770b\u5f53\u524d\u753b\u9762\uff0c\u8fd8\u80fd\u591f\u8bb0\u4f4f\u524d\u9762\u4e00\u6bb5\u65f6\u95f4\u7684\u9897\u7c92\u8fd0\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u7c7b\u5219\u91c7\u7528CNN\u52a0TCN(Temporal Convolution Network)\uff0c\u4e5f\u5c31\u662f\u65f6\u95f4\u5377\u79ef\u7f51\u7edc\u3002TCN\u5e76\u4e0d\u9700\u8981\u50cf\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u90a3\u6837\u957f\u671f\u4fdd\u5b58\u5185\u90e8\u72b6\u6001\uff0c\u800c\u662f\u91cd\u70b9\u89c2\u5bdf\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\u4e2d\u7684\u8fde\u7eed\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cTCN\u6574\u4f53\u8868\u73b0\u6700\u597d\u3002\u8fd9\u4e00\u70b9\u5f88\u6709\u5de5\u4e1aAI\u7684\u7279\u70b9\uff0c\u56e0\u4e3a\u5bf9\u4e8e\u7269\u6599\u4ece\u56fa\u5b9a\u7a97\u53e3\u5feb\u901f\u901a\u8fc7\u7684\u573a\u666f\uff0c\u6a21\u578b\u53ef\u80fd\u5e76\u4e0d\u9700\u8981\u7406\u89e3\u51e0\u5341\u79d2\u751a\u81f3\u51e0\u5206\u949f\u7684\u5386\u53f2\uff0c\u53ea\u9700\u8981\u7406\u89e3\u6700\u8fd1\u51e0\u767e\u6beb\u79d2\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u8fd8\u6709\u4e00\u4e2a\u975e\u5e38\u5b9e\u7528\u7684\u8bbe\u8ba1\uff1a\u5e27\u5dee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86\u628a\u5f53\u524d\u56fe\u50cf\u8f93\u5165\u6a21\u578b\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u8ba1\u7b97\u5f53\u524d\u5e27\u4e0e\u4e0a\u4e00\u5e27\u4e4b\u95f4\u53d1\u751f\u4e86\u4ec0\u4e48\u53d8\u5316\u3002\u8fd9\u6837AI\u770b\u5230\u7684\u4e0d\u53ea\u662f\u201c\u8fd9\u91cc\u6709\u591a\u5c11\u9897\u7c92\u201d\uff0c\u8fd8\u80fd\u591f\u770b\u5230\u201c\u8fd9\u4e9b\u9897\u7c92\u6b63\u5728\u600e\u6837\u79fb\u52a8\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u8f7b\u91cf\u7ea7MobileNet\u6a21\u578b\uff0c\u52a0\u5165\u5e27\u5dee\u540e\uff0c\u8bef\u5dee\u4ece0.28\u4e0b\u964d\u52300.19\uff0c\u63d0\u5347\u975e\u5e38\u660e\u663e\u3002\u8fd9\u8bf4\u660e\u5728\u7269\u6599\u6d41\u91cf\u4f30\u8ba1\u8fd9\u79cd\u4efb\u52a1\u4e2d\uff0c\u8fd0\u52a8\u4fe1\u606f\u53ef\u80fd\u548c\u9759\u6001\u5916\u89c2\u540c\u6837\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7ec8\u5b9e\u9a8c\u4e2d\uff0c\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b\u662fResNet-18\u6216ResNet-34\u7ed3\u5408TCN\uff0c\u6307\u6807\u5927\u7ea6\u4e3a0.18\u3002\u8f7b\u91cf\u7ea7\u7684MobileNet-V3\u52a0FFN\u5219\u8fbe\u5230\u7ea60.19\uff0c\u4e8c\u8005\u5dee\u8ddd\u975e\u5e38\u5c0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4ea7\u54c1\u5316\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e2a\u7ed3\u679c\u5c24\u5176\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u9ad8\u7cbe\u5ea6\u6a21\u578b\u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u503c\u5f97\u90e8\u7f72\u7684\u6a21\u578b\u3002MobileNet\u8ba1\u7b97\u91cf\u66f4\u4f4e\u3001\u6a21\u578b\u66f4\u5c0f\uff0c\u66f4\u9002\u5408\u8fd0\u884c\u5728Edge AI\u82af\u7247\u3001\u5de5\u4e1a\u76f8\u673a\u6216\u5d4c\u5165\u5f0f\u8bbe\u5907\u4e0a\u3002\u5982\u679c\u53ea\u635f\u5931\u5f88\u5c0f\u7684\u7cbe\u5ea6\uff0c\u5c31\u80fd\u591f\u663e\u8457\u964d\u4f4e\u7b97\u529b\u3001\u529f\u8017\u548c\u6210\u672c\uff0c\u90a3\u4e48\u771f\u6b63\u505a\u5de5\u4e1a\u4ea7\u54c1\u65f6\uff0c\u8f7b\u91cf\u6a21\u578b\u53cd\u800c\u53ef\u80fd\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u8fd9\u7bc7\u8bba\u6587\u8ddd\u79bb\u201c\u7528\u6444\u50cf\u5934\u66ff\u4ee3\u7535\u5b50\u79e4\u201d\u8fd8\u6709\u660e\u663e\u8ddd\u79bb\u3002<\/p>\n\n\n\n<p 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