{"id":45187,"date":"2025-03-28T18:00:05","date_gmt":"2025-03-28T10:00:05","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45187"},"modified":"2025-03-25T15:46:34","modified_gmt":"2025-03-25T07:46:34","slug":"ai%e8%97%9d%e8%a1%93%e5%8f%b2%e5%ae%b6%ef%bc%9a%e9%9b%bb%e8%85%a6%e8%a6%96%e8%a6%ba%e5%9c%a8%e7%b9%aa%e7%95%ab%e4%b8%8a%e7%9a%84%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45187","title":{"rendered":"AI\u85dd\u8853\u53f2\u5bb6\uff1a\u96fb\u8166\u8996\u89ba\u5728\u7e6a\u756b\u4e0a\u7684\u61c9\u7528"},"content":{"rendered":"

\u4f60\u80fd\u60f3\u50cf\u756b\u5bb6\u662f\u5982\u4f55\u69cb\u5716\uff0c\u9078\u5b9a\u4f5c\u756b\u4e3b\u984c\u7684\u55ce\uff1fParker\u7b49\u4eba (2023) \u5728\u4e00\u7bc7\u56de\u9867\u578b\u6587\u737b\u4e2d\u6307\u51fa\uff0c\u85dd\u8853\u4f5c\u54c1\u4e2d\u7684\u8996\u89ba\u6210\u5206\uff0c\u4e00\u822c\u88ab\u6587\u5316\u5b78\u8005\u8a8d\u70ba\u662f\u4e86\u89e3\u5176\u6587\u5316\u4e4b\u4e0b\u7684\u5be9\u7f8e\u6a19\u6e96\u7684\u57fa\u790e\u3002\u8a31\u591a\u85dd\u8853\u53f2\u5bb6\u3001\u6587\u5316\u5b78\u5bb6\u7b49\u5b78\u8005\uff0c\u5927\u591a\u4e5f\u662f\u5f9e\u8996\u89ba\u4f5c\u70ba\u5207\u5165\u9ede\u4f86\u9032\u884c\u85dd\u8853\u4f5c\u54c1\u7684\u7814\u7a76\u3002\u4e0d\u904e\u4eba\u985e\u56db\u4e94\u5343\u5e74\u7684\u6b77\u53f2\u6240\u7d2f\u7a4d\u4e0b\u4f86\u7684\u6587\u5316\u8cc7\u7522\u7e41\u591a\uff0c\u4eba\u6587\u5b78\u8005\u5f80\u5f80\u5fc5\u9808\u82b1\u8cbb\u5927\u91cf\u7684\u6642\u9593\u722c\u68b3\u8cc7\u6599\u3002\u662f\u5426\u80fd\u501f\u52a9AI\u7684\u529b\u91cf\uff0c\u8b93\u6211\u5011\u66f4\u80fd\u6d77\u91cf\u7684\u5f9e\u591a\u500b\u89d2\u5ea6\u53bb\u6574\u7406\u9f90\u5927\u7684\u4eba\u985e\u6587\u5316\u8cc7\u7522\u5462\uff1f<\/strong><\/span><\/p>\n

\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/p>\n

\u4f60\u80fd\u60f3\u50cf\u756b\u5bb6\u662f\u5982\u4f55\u69cb\u5716\uff0c\u9078\u5b9a\u4f5c\u756b\u4e3b\u984c\u7684\u55ce\uff1fParker\u7b49\u4eba (2023) \u5728\u4e00\u7bc7\u56de\u9867\u578b\u6587\u737b\u4e2d\u6307\u51fa\uff0c\u85dd\u8853\u4f5c\u54c1\u4e2d\u7684\u8996\u89ba\u6210\u5206\uff0c\u4e00\u822c\u88ab\u6587\u5316\u5b78\u8005\u8a8d\u70ba\u662f\u4e86\u89e3\u5176\u6587\u5316\u4e4b\u4e0b\u7684\u5be9\u7f8e\u6a19\u6e96\u7684\u57fa\u790e\u3002\u8a31\u591a\u85dd\u8853\u53f2\u5bb6\u3001\u6587\u5316\u5b78\u5bb6\u7b49\u5b78\u8005\uff0c\u5927\u591a\u4e5f\u662f\u5f9e\u8996\u89ba\u4f5c\u70ba\u5207\u5165\u9ede\u4f86\u9032\u884c\u85dd\u8853\u4f5c\u54c1\u7684\u7814\u7a76\u3002<\/p>\n

\u4e0d\u904e\u4eba\u985e\u56db\u4e94\u5343\u5e74\u7684\u6b77\u53f2\u6240\u7d2f\u7a4d\u4e0b\u4f86\u7684\u6587\u5316\u8cc7\u7522\u7e41\u591a\uff0c\u4eba\u6587\u5b78\u8005\u5f80\u5f80\u5fc5\u9808\u82b1\u8cbb\u5927\u91cf\u7684\u6642\u9593\u722c\u68b3\u8cc7\u6599\uff0c\u751a\u81f3\u70ba\u4e86\u95b1\u8b80\u53f2\u6599\u6216\u89c0\u770b\u4f5c\u54c1\uff0c\u5fc5\u9808\u5f97\u8981\u6771\u5954\u897f\u8d70\uff0c\u5230\u8655\u6536\u96c6\u9019\u4e9b\u5bf6\u8cb4\u7684\u8cc7\u8a0a\u3002\u7136\u800c\uff0c\u4ee5\u611f\u5b98\u9ad4\u9a57\u70ba\u4f8b\uff0c\u5118\u7ba1\u8996\u89ba\u662f\u91cd\u8981\u7684\u611f\u5b98\uff0c\u4f46\u60f3\u5fc5\u4e0d\u5c11\u85dd\u8853\u4f5c\u54c1\u662f\u57fa\u65bc\u807d\u89ba\u3001\u55c5\u89ba\u4e43\u81f3\u65bc\u89f8\u89ba\u6240\u5ef6\u4f38\u51fa\u4f86\u7684\u5177\u8c61\u63cf\u7e6a\uff0c\u6240\u4ee5\u662f\u5426\u80fd\u501f\u52a9AI\u7684\u529b\u91cf\uff0c\u8b93\u6211\u5011\u66f4\u80fd\u6d77\u91cf\u7684\u5f9e\u591a\u500b\u89d2\u5ea6\u53bb\u6574\u7406\u9f90\u5927\u7684\u4eba\u985e\u6587\u5316\u8cc7\u7522\u5462\uff1f<\/p>\n

\"\"
\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n

 <\/p>\n

AI\u7684\u524d\u7f6e\u4f5c\u696d\uff1a\u5148\u628a\u8cc7\u6599\u5efa\u597d<\/span><\/h6>\n

\u5f9e\u96fb\u8166\u8996\u89ba (computer vision) \u6280\u8853\u51fa\u767c\uff0c\u4f86\u81ea\u65bc\u5fb7\u570b\u7d10\u502b\u5821\u5927\u5b78Zinnen\u7b49\u4eba (2023) \u6a19\u8a3b\u4e26\u4e14\u958b\u5275\u4e86\u300cSniffyArt\u300d\u9019\u500b\u8cc7\u6599\u96c6\uff0c\u88e1\u9762\u542b\u6709\u8a31\u591a\u5404\u7a2e\u8ddf\u611f\u5b98\u624b\u52e2\u6709\u95dc\u7684\u6b77\u53f2\u756b\u4f5c\uff0c\u7e3d\u5171\u5305\u542b\u4e86441\u4ef6\u85dd\u8853\u4f5c\u54c1\u7684\u6a19\u8a3b (annotation)\uff0c\u542b\u6709\u4eba\u7269\u4f4d\u7f6e\u3001\u4eba\u9ad4\u7684\u59ff\u52e2\u4ee5\u53ca\u624b\u52e2\u7b49\u7b49\uff0c\u70ba\u8a72\u7814\u7a76\u5718\u968a\u57282024\u5e74\u6240\u767c\u8868\u7684\u96fb\u8166\u8996\u89ba\u6280\u8853\u7814\u7a76\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u8cc7\u6599\u57fa\u790e\u3002<\/p>\n

\u7136\u800c\uff0c\u904e\u53bb\u6240\u5275\u5efa\u7684\u8cc7\u6599\u96c6\u756b\u4f5c\u4e0d\u5230500\u5e45\uff0c\u5c0d\u65bc\u6a21\u578b\u8a13\u7df4\u4f86\u8aaa\uff0c\u9019\u6a23\u7684\u8cc7\u6599\u5927\u5c0f\u9084\u4e0d\u5920\u5927\u3002\u6240\u4ee5\uff0c\u5960\u57fa\u65bc\u6b64\uff0cZinnen\u7b49\u4eba (2024) \u64f4\u5145\u4e86\u539f\u672c\u958b\u767c\u7684\u8cc7\u6599\u96c6\uff0c\u5728\u65b0\u7684\u8cc7\u6599\u96c6\u300cSensoryArt\u300d\u4e2d\uff0c\u542b\u6709886\u5e45\u756b\u4f5c\uff0c\u5171\u51fa\u73fe\u4e863330\u500b\u4eba\u7269\uff0c\u5728\u9019\u4e09\u5343\u591a\u4eba\u7576\u4e2d\uff0c\u67091357\u500b\u4eba\u7269\u88ab\u5206\u985e\u6a19\u8a3b\u4e8615\u7a2e\u4e0d\u540c\u7684\u611f\u5b98\u7d93\u9a57\u624b\u52e2\uff0c\u53e6\u59161973\u500b\u4eba\u7269\u5247\u662f\u6a19\u8a3b\u6210\u80cc\u666f\u4eba\u7269\u3002\u6574\u9ad4\u800c\u8a00\uff0c\u65b0\u5275\u5efa\u7684\u8cc7\u6599\u96c6\u5728\u5404\u500b\u898f\u6a21\u65b9\u9762\uff0c\u90fd\u6bd4\u539f\u672c\u7684\u8cc7\u6599\u96c6\u64f4\u5145\u4e86\u5169\u500d\u5de6\u53f3\u3002<\/p>\n

 <\/p>\n

\u559d\u9152\u8207\u62bd\u83f8\u662f\u5e38\u898b\u7684\u4e3b\u984c<\/strong><\/span><\/h6>\n

\u6709\u8da3\u7684\u662f\uff0c\u7531\u65bc\u53d6\u5f97\u4e86\u5927\u91cf\u7684\u6a19\u8a3b\u5f8c\u7684\u8cc7\u6599\uff0c\u56e0\u6b64\u4e5f\u80fd\u7d71\u8a08\u5728\u9019\u4e9b\u756b\u4f5c\u7576\u4e2d\uff0c\u6700\u5e38\u88ab\u756b\u6210\u4f5c\u54c1\u7684\u5167\u5bb9\u3002\u5176\u4e2d\uff0c\u559d\u9152\u6216\u5176\u4ed6\u985e\u578b\u7684\u98f2\u6599\u3001\u62bd\u83f8\uff08\u53e4\u4ee3\u7684\u7159\u6597\uff09\u3001\u6f14\u594f\u6a02\u5668\u3001\u63e1\u8457\u9f3b\u5b50\u3001\u7948\u79b1\u7b49\u4e3b\u984c\uff0c\u662f\u5e38\u898b\u7684\u624b\u52e2\u8207\u59ff\u52e2\u3002<\/p>\n

Zinnen\u7b49\u4eba (2024) \u8a55\u4f30\u4e86\u6f14\u7b97\u6cd5\u5728\u4eba\u7269\u5075\u6e2c\u3001\u59ff\u52e2\u4f30\u8a08 (human pose estimation) \u4ee5\u53ca\u624b\u52e2\u5206\u985e\u4e0a\u9762\u7684\u8868\u73fe\u3002\u5728\u4eba\u7269\u5075\u6e2c\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u300cDINO\u300d\u9019\u500b\u7531\u5176\u4ed6\u7814\u7a76\u5718\u968a\u6240\u958b\u767c\u7684\u6f14\u7b97\u6cd5\uff0c\u5728\u5927\u90e8\u5206\u7684\u60c5\u6cc1\u4e0b\uff0c\u90fd\u80fd\u5920\u8fa8\u8b58\u51fa\u4eba\u7269\u7684\u4f4d\u5b50\u3002\u800c\u59ff\u52e2\u4f30\u8a08\u7684\u90e8\u5206\uff0c\u5247\u662f\u5229\u7528\u6a21\u578b\u4f86\u6293\u53d6\u4eba\u7269\u7684\u9f3b\u5b50\u3001\u773c\u775b\u3001\u80a9\u8180\u3001\u624b\u8098\u3001\u819d\u84cb\u7b49\u5404\u500b\u95dc\u7bc0\u7684\u4f4d\u5b50\uff0c\u4ee5\u6b64\u4f86\u8fa8\u6790\u4eba\u7269\u7684\u59ff\u52e2\u884c\u70ba\u3002\u9019\u90e8\u5206\u4e5f\u6bd4\u8f03\u4e86\u5169\u7a2e\u6f14\u7b97\u6cd5\uff0c\u767c\u73fe\u7531\u4e0a\u800c\u4e0b (top-down) \u7684\u300cSimpleBaseline\u300d\u7684\u8868\u73fe\u6bd4\u8f03\u597d\u3002<\/p>\n

\u5728\u624b\u52e2\u5206\u985e\u65b9\u9762\uff0c\u5728\u55ae\u4e00\u4eba\u7269\u7684\u5206\u985e\u4ee5\u53ca\u6574\u5f35\u756b\u4f5c\uff08\u540c\u4e00\u756b\u4f5c\u3001\u591a\u540d\u4eba\u7269\uff09\u7684\u5206\u985e\u90fd\u5206\u5225\u9032\u884c\u4e86\u6e2c\u8a66\uff0c\u6e2c\u8a66\u4e86\u591a\u500b\u6f14\u7b97\u6cd5\u53ca\u6a21\u578b\u4e4b\u5f8c\uff0c\u767c\u73fe\u540d\u70ba\u300cSwin-B\u300d\u4ee5\u53ca\u300cCLIP\u300d\u7684\u6a21\u578b\u8868\u73fe\u8f03\u4f73\u3002<\/p>\n

 <\/p>\n

\u6574\u5408\u6210\u4e00\u500b\u300c\u7aef\u5230\u7aef (end-to-end)\u300d\u6a21\u578b<\/strong><\/span><\/h6>\n

\u6b64\u5916\uff0cZinnen\u7b49\u4eba (2024) \u7684\u7814\u7a76\u7684\u7368\u5230\u4e4b\u8655\u5728\u65bc\u4ed6\u5011\u63d0\u51fa\u4e86\u4e00\u500b\u300c\u7aef\u5230\u7aef (end-to-end)\u300d\u7684\u7d44\u5408\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0c\u66f4\u8cbc\u8fd1\u65bc\u5be6\u969b\u7684\u61c9\u7528\uff0c\u800c\u4e0d\u662f\u5728\u6bcf\u500b\u4e0d\u540c\u7684\u4efb\u52d9\u4e4b\u9593\uff0c\u90fd\u9084\u9700\u8981\u4eba\u5de5\u624b\u52d5\u64cd\u4f5c\u3002\u4ee5\u9019\u7bc7\u7814\u7a76\u70ba\u4f8b\uff0c\u7aef\u5230\u7aef\u7684\u76ee\u6a19\u5c31\u662f\u53ea\u8981\u8f38\u5165\u756b\u4f5c\uff0c\u5c31\u80fd\u8f38\u51fa\u756b\u4f5c\u5167\u7684\u611f\u5b98\u624b\u52e2\u7684\u5206\u985e\u3002\u70ba\u4e86\u8a2d\u8a08\u7aef\u5230\u7aef\u7684\u61c9\u7528\uff0c\u7814\u7a76\u8005\u4e5f\u9032\u884c\u4e86\u5404\u7a2e\u6e2c\u8a66\uff0c\u4f8b\u5982\uff0c\u5148\u6aa2\u6e2c\u4eba\u7269\uff0c\u518d\u6839\u64da\u6bcf\u500b\u4eba\u9032\u884c\u624b\u52e2\u5206\u985e\uff1b\u6216\u8005\uff0c\u76f4\u63a5\u5728\u756b\u9762\u4e2d\u9032\u884c\u591a\u500b\u5340\u584a\u7684\u624b\u52e2\u5206\u985e\u7b49\u7b49\uff1b\u6216\u8005\uff0c\u4f7f\u7528\u66f4\u5148\u9032\u7684\u6280\u8853\uff0c\u7528\u300cED-Pose\u300d\u9019\u500b\u6aa2\u6e2c\u65b9\u6cd5\u5141\u8a31\u591a\u4efb\u52d9\u540c\u6642\u4e26\u884c\uff0c\u8b93\u6aa2\u6e2c\u5b9a\u4f4d\u4ee5\u53ca\u624b\u52e2\u5206\u985e\u540c\u6642\u9032\u884c\u3002<\/p>\n

\u7814\u7a76\u8005\u6307\u51fa\uff0c\u4ed6\u5011\u6240\u958b\u767c\u51fa\u4f86\u7684\u300cED-Pose\u300d\u591a\u4efb\u52d9\u540c\u6642\u4e26\u884c\u7684\u8a55\u4f30\u65b9\u6cd5\uff0c\u6709\u52a9\u65bc\u63d0\u9ad8\u624b\u52e2\u5206\u985e\u7684\u6b63\u78ba\u7387\u3002\u4e0d\u904e\uff0cZinnen\u7b49\u4eba(2024)\u4e5f\u63d0\u9192\uff0c\u6709\u4e9b\u7279\u5b9a\u7684\u624b\u52e2\u52d5\u4f5c\u56e0\u70ba\u5bb9\u6613\u51fa\u73fe\u5728\u67d0\u4e9b\u985e\u5225\u7684\u756b\u4f5c\u4e2d\uff0c\u6240\u4ee5\u96fb\u8166\u5f88\u53ef\u80fd\u662f\u6839\u64da\u756b\u4f5c\u7684\u98a8\u683c\u4f86\u5224\u65b7\u800c\u975e\u59ff\u52e2\u672c\u8eab\uff0c\u9019\u5c31\u53ef\u80fd\u5f71\u97ff\u4e86\u6a21\u578b\u7684\u6cdb\u7528\u6027\u3002<\/p>\n

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 <\/p>\n

\n

\u53c3\u8003\u6587\u737b<\/strong><\/p>\n

    \n
  1. Parker, M., Spennemann, D. H. R., & Bond, J. (2023). Sensory perception in cultural studies\u2014a review of sensorial and multisensorial heritage.\u00a0The Senses and Society<\/em>,\u00a019<\/em>(2), 231\u2013261.<\/a><\/li>\n
  2. Zinnen M, Hussian A, Tran H, Madhu P, Maier A, Christlein V (2023) Sniffyart: the dataset of smelling persons. In: Proceedings of the 5th<\/sup> workshop on analysis, understanding and promotion of heritage contents. pp 49-58.<\/li>\n
  3. Zinnen, M., Hussian, A., Maier, A.\u00a0et al.<\/em>\u00a0Recognizing sensory gestures in historical artworks.\u00a0Multimed Tools Appl<\/em>\u00a0(2024).<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

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