{"id":1071837,"date":"2023-04-11T20:02:00","date_gmt":"2023-04-12T03:02:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1071837"},"modified":"2024-09-25T03:34:23","modified_gmt":"2024-09-25T10:34:23","slug":"ask-me-1","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/ask-me-1\/","title":{"rendered":"\u6bcf\u4e00\u79cd\u60c5\u7eea\u90fd\u503c\u5f97\u88ab\u770b\u89c1"},"content":{"rendered":"\n<p>\u90a3\u4e9b\u5728\u804a\u5929\u6846\u91cc\u8f93\u5165\u53c8\u5220\u6389\u7684\u8bdd\uff0c\u90a3\u4e9b\u5728\u5fae\u535a\u5c0f\u53f7\u91cc\u624d\u80fd\u8bb0\u8f7d\u7684\u5fc3\u60c5\uff0c\u90a3\u4e9b\u5728\u670b\u53cb\u5708\u4ec5\u81ea\u5df1\u53ef\u89c1\u7684\u52a8\u6001\uff0c\u90a3\u4e9b\u5728\u8ba1\u7b97\u673a\u9886\u57df\u79d1\u7814\u3001\u5b66\u4e60\u3001\u751f\u6d3b\u4e2d\u9047\u5230\u7684\u96be\u9898\uff0c\u4e00\u76f4\u5728\u7ebf\u7684\u6811\u6d1e\u63a5\u6536\u5230\u4e86\u4f60\u4eec\u7684\u4fe1\u53f7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-1024x576.jpg\" alt=\"poster\" class=\"wp-image-1072041\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-1536x864.jpg 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-1.jpg 1890w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-heading\" id=\"\u63d0\u95ee\">\u63d0\u95ee:<\/h3>\n\n\n\n<p><em>\u5728\u505a\u7814\u7a76\u65f6\uff0c\u5bf9\u95ee\u9898\u7684\u601d\u8003\u603b\u662f\u6d6e\u5728\u8868\u9762\u4e0a\uff0c\u6bcf\u6b21\u9700\u8981\u66f4\u6df1\u5165\u7684\u601d\u8003\u65f6\uff0c\u603b\u65e0\u6cd5\u89e6\u53ca\u95ee\u9898\u7684\u6838\u5fc3\u3002\u5982\u4f55\u624d\u80fd\u8ba9\u81ea\u5df1\u7684\u601d\u7ef4\u4e0d\u4ec5\u505c\u7559\u5728\u95ee\u9898\u8868\u9762\uff1f<\/em><\/p>\n\n\n\n<p><em>\u79d1\u7814\u5c0f\u767d\u627e idea \u771f\u7684\u597d\u96be\uff0c\u5bf9\u9886\u57df\u5e76\u4e0d\u90a3\u4e48\u719f\u6089\uff0c\u4e5f\u4e0d\u592a\u77e5\u9053\u60f3\u5230\u4e86\u4e4b\u540e\u80fd\u4e0d\u80fd work\uff0c\u8981\u53cd\u590d\u60f3\u53cd\u590d\u9a8c\u8bc1\uff0c\u4e00\u4e2a idea \u4e00\u4e2a idea 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separation of concern\uff0cmodularization, layering\uff0cminimization \u7b49\u539f\u5219\uff09\uff0c\u6216\u8005\u95ee\u9898\/\u7b54\u6848\u53ef\u4ee5\u88ab\u5f62\u5f0f\u5316\uff0c\u5e76\u7528\u51c6\u786e\u7684\u6570\u5b66\u8bed\u8a00\u52a0\u4ee5\u63cf\u8ff0\u3002\u901a\u5e38\u5230\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6211\u4eec\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u7406\u89e3\u5c31\u6bd4\u8f83\u6df1\u523b\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"684\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-1024x684.jpg\" alt=\"a man standing in front of a whiteboard\" class=\"wp-image-1072044\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-1024x684.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-300x200.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-768x513.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-1536x1025.jpg 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-2048x1367.jpg 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-2-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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CV \u9886\u57df\uff0c\u8fd9\u65e0\u7591\u662f\u4e00\u4e2a\u52c7\u6562\u7684\u4e3e\u52a8\u3002\u6b63\u662f\u8fd9\u79cd\u5bf9\u672a\u6765\u7684\u9884\u6d4b\uff0c\u8ba9\u80e1\u701a\u548c\u4ed6\u56e2\u961f\u7684\u540c\u4e8b\u4eec\u505a\u51fa\u4e86 Swin Transformer\uff0c\u8be5\u6210\u679c\u4e0d\u4ec5\u5728\u5b66\u672f\u754c\u83b7\u5f97\u8ba4\u53ef\uff0c\u65a9\u83b7 CV \u9886\u57df\u7684\u6700\u9ad8\u8363\u8a89\u9a6c\u5c14\u5956\uff0c\u800c\u4e14\u5728\u5de5\u4e1a\u754c\uff0cCV \u9886\u57df\u7684\u5404\u4e2a\u5b50\u4efb\u52a1\u4e5f\u5e38\u5e38\u5c06 Swin Transformer 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class=\"wp-block-heading\" id=\"\u63d0\u95ee\">\u63d0\u95ee\uff1a<\/h3>\n\n\n\n<p><em>\u6709\u5173\u4e8e\u65b0 paper \u7684\u5f88\u591a idea\uff0c\u4f46\u662f\u7ecf\u5e38\u56e0\u4e3a\u52a8\u624b\u80fd\u529b\u5dee\u5c31\u6ca1\u6709\u5b9e\u8df5\uff0c\u603b\u662f\u505c\u7559\u5728\u7406\u8bba\u9636\u6bb5\u5bfc\u81f4\u8fdb\u5ea6\u5f88\u6162\uff0c\u6709\u4ec0\u4e48\u597d\u65b9\u6cd5\u80fd\u514b\u670d\u8fd9\u4e2a\u95ee\u9898\u5462\uff1f<\/em><\/p>\n\n\n\n<p><strong>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u674e\u6f47\uff1a<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5efa\u8bae\u591a\u5237 arXiv\/ Google Scholar \u63a8\u9001\/ \u8fd1\u671f\u7684\u9876\u4f1a\u8bba\u6587\u96c6\uff0c\u6211\u81ea\u5df1\u7684\u611f\u53d7\u662f\u591a\u8bfb\u8bfb\u8bba\u6587\u5c31\u4f1a\u53d1\u73b0\u201c\u5f88\u591aidea\u201d\u5f80\u5f80\u662f\u201c\u5df2\u7ecf\u88ab\u5f88\u591a\u4eba\u505a\u8fc7\u7684 idea\u201d\uff0c\u4e0d\u8fc7\u8fd9\u4e5f\u4e0d\u662f\u4e00\u4ef6\u574f\u4e8b\u3002\u6bcf\u4e00\u7bc7\u4f18\u79c0\u7684\u8bba\u6587\u90fd\u6709\u5b83\u5bf9\u4e8e\u4e00\u4e2a\u95ee\u9898\u6216\u4e00\u4e2a task \u7684 insight\uff0c\u4e5f\u90fd\u6709\u5b83\u7684\u5c40\u9650\u6027\uff1b\u5bf9\u4e8e\u540c\u4e00\u4e2a idea\uff0c\u4e0d\u540c\u7814\u7a76\u8005\u7684\u5b9e\u73b0\u65b9\u6cd5\u548c\u63a2\u7d22\u5230\u7684\u5185\u9762\u5f80\u5f80\u4e5f\u662f\u6709\u533a\u522b\u7684\uff0c\u4f60\u53cd\u800c\u53ef\u4ee5\u4ece\u4e2d\u66f4\u5168\u9762\u3001\u6df1\u523b\u5730\u7406\u89e3\u4e00\u4e2a idea\u3002\u4ee5\u6211\u6240\u7814\u7a76\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\/\u56fe\u5f62\u5b66\u65b9\u5411\u6765\u8bf4\uff0c\u6bcf\u5e74\u7684 CVPR\u3001SIGGRAPH \u7b49\u9876\u4f1a\u4e0a\uff0c\u4e5f\u4e0d\u4e4f\u540c\u6837\u4e00\u4e2a idea \u5206\u522b\u88ab\u4e0d\u540c\u7684 paper \u4ee5\u4e0d\u540c\u7684\u89d2\u5ea6\u6316\u6398\uff0c\u628a\u8fd9\u4e9b\u76f8\u4f3c\u7684 paper 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https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/ask-me-1-3.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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\u8fd9\u4e2a\u5927\u4efb\u52a1\u62c6\u89e3\u6210\u5f88\u591a\u5c0f\u4efb\u52a1\uff0c\u4e00\u9879\u4e00\u9879\u5730\u5b8c\u6210\u3002\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\uff0c\u5982\u679c\u771f\u7684\u53d7\u9650\u4e8e\u52a8\u624b\u80fd\u529b\u78b0\u5230\u4e86\u4e00\u4e9b\u56f0\u96be\uff0c\u5efa\u8bae\u901a\u8fc7\u9605\u8bfb\u7c7b\u4f3c\u65b9\u5411\/ \u7c7b\u4f3c idea \u7684\u7ecf\u5178\u6587\u7ae0\u7684\u5f00\u6e90\u4ee3\u7801\u5b66\u4e60\u5b9e\u73b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u63d0\u95ee\">\u63d0\u95ee\uff1a<\/h3>\n\n\n\n<p><em>\u8ba1\u7b97\u673a\u884c\u4e1a\u5728\u56fd\u5185\u4e43\u81f3\u5168\u7403\u90fd\u8d8a\u6765\u8d8a\u5377\uff0c\u666e\u901a\u7a0b\u5e8f\u5458\u56e0\u5de5\u4f5c\u538b\u529b\u6240\u5e26\u6765\u7684\u8d1f\u9762\u60c5\u7eea\u4e5f\u65e5\u76ca\u589e\u591a\u3002\u4f5c\u4e3a\u8ba1\u7b97\u673a\u9886\u57df\u7684\u7814\u7a76\u751f\uff0c\u6216\u8005\u7c7b\u4f3c\u4e8e\u6211\u7684\u66f4\u591a\u540c\u7c7b\u5165\u95e8\u8005\uff0c\u6709\u4ec0\u4e48\u662f\u6211\u4eec\u9700\u8981\u5c3d\u65e9\u77e5\u9053\u548c\u5e94\u5bf9\u7684\u5417\uff1f\u6709\u4ec0\u4e48\u7ecf\u9a8c\u53ef\u4ee5\u4ece\u524d\u8f88\u90a3\u91cc\u501f\u9274\uff1f<\/em><\/p>\n\n\n\n<p><strong>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u66f9\u5a77\uff1a<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\u5e94\u8be5\u4e86\u89e3\u201c\u5377\u201d\u548c\u6574\u4e2a\u7ecf\u6d4e\u5927\u73af\u5883\u5bc6\u4e0d\u53ef\u5206\uff0c\u7ecf\u6d4e\u5468\u671f\u5904\u4e8e\u7d27\u7f29\u4e0b\u884c\uff0c\u7ecf\u6d4e\u603b\u91cf\u589e\u957f\u7f13\u6162\uff0c\u518d\u8d76\u4e0a\u6bd5\u4e1a\u751f\u6570\u91cf\u5904\u4e8e\u9ad8\u5cf0\u671f\uff0c\u5728\u6709\u9650\u7684\u8d44\u6e90\u7ade\u4e89\u4e2d\uff0c\u5185\u5377\u5c31\u4f1a\u4ea7\u751f\u3002\u4f46\u5982\u540c\u6708\u4eae\u7684\u9634\u6674\u5706\u7f3a\uff0c\u7ecf\u6d4e\u5468\u671f\u6709\u5176\u56fa\u6709\u89c4\u5f8b\uff0c\u6709\u4e0b\u884c\u5c31\u6709\u7e41\u8363\u3002\u6240\u4ee5\u8bf7\u4fdd\u6709\u4fe1\u5fc3\uff0c\u671f\u5f85\u7ecf\u6d4e\u7684\u4e0b\u4e00\u8f6e\u7e41\u8363\u3002\u4f46\u65e0\u8bba\u5904\u5728\u4ec0\u4e48\u5468\u671f\uff0c\u6211\u4eec\u90fd\u5e94\u8be5\u8ba9\u81ea\u5df1\u62e5\u6709\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u8fd9\u9700\u8981\u4e0d\u65ad\u601d\u8003\u3001\u5b66\u4e60\u4ec0\u4e48\u65b9\u5411\u624d\u662f\u672a\u6765\u793e\u4f1a\u771f\u6b63\u9700\u8981\u7684\u6838\u5fc3\u6280\u672f\uff0c\u5e76\u4e3a\u4e4b\u52aa\u529b\uff0c\u6210\u4e3a\u4e13\u4e1a\u4eba\u624d\uff0c\u907f\u514d\u65e0\u6548\u5fd9\u788c\uff0c\u88ab\u5176\u4ed6\u6280\u672f\u964d\u7ef4\u6253\u51fb\u3002\u62e5\u6709\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u4eba\u624d\u65e0\u8bba\u4f55\u65f6\uff0c\u4e5f\u4e0d\u8bba\u662f\u53bb\u9ad8\u6821\u3001\u4f01\u4e1a\u8fd8\u662f\u521b\u4e1a\uff0c\u662f\u5728\u56fd\u5185\u8fd8\u53bb\u56fd\u5916\u53d1\u5c55\uff0c\u90fd\u4f1a\u627e\u5230\u8ba9\u81ea\u5df1\u53d1\u5149\u53d1\u70ed\u7684\u821e\u53f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u63d0\u95ee\">\u63d0\u95ee\uff1a<\/h3>\n\n\n\n<p><em>\u627e\u4e0d\u5230\u5b9e\u4e60\uff0c\u60f3\u79d1\u7814\u5b9e\u529b\u5feb\u5feb\u589e\u5f3a\u5374\u627e\u4e0d\u5230\u65b9\u5411\u3002\u597d\u60f3\u6709\u4e2a\u6709\u7ecf\u9a8c\u7684\u79d1\u7814\u524d\u8f88\u5e26\u5e26\u6211\u3002<\/em><\/p>\n\n\n\n<p><strong>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u751f\u9879\u76ee\u8d1f\u8d23\u4eba\u5f20\u6d25\uff1a<\/strong><\/p>\n\n\n\n<p>\u79d1\u7814\u662f\u4e00\u6761\u4e0d\u65ad\u63a2\u7d22\u548c\u5b66\u4e60\u7684\u9053\u8def\uff0c\u5f00\u59cb\u7684\u65f6\u5019\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u56f0\u96be\u548c\u74f6\u9888\uff0c\u4f46\u53ea\u8981\u575a\u6301\u4e0d\u61c8\u5730\u52aa\u529b\uff0c\u76f8\u4fe1\u4f60\u4e00\u5b9a\u53ef\u4ee5\u627e\u5230\u5408\u9002\u81ea\u5df1\u7684\u65b9\u5411\uff0c\u5e76\u6210\u4e3a\u4e00\u540d\u6210\u529f\u7684\u7814\u7a76\u8005\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7ee7\u7eed\u589e\u5f3a\u79d1\u7814\u5b9e\u529b\u7684\u5efa\u8bae\uff0c\u4ee5\u4f9b\u53c2\u8003\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5408\u7406\u5229\u7528\u5b66\u6821\u7684\u8d44\u6e90\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u4f8b\u5982\u53c2\u52a0\u6821\u5185\u79d1\u7814\u9879\u76ee\uff0c\u6216\u8005\u4e0e\u6559\u6388\u3001\u5bfc\u5e08\u591a\u591a\u4ea4\u6d41\uff0c\u4e86\u89e3\u4ed6\u4eec\u7684\u79d1\u7814\u65b9\u5411\u548c\u7814\u7a76\u9886\u57df\u3002\u4ed6\u4eec\u7684\u5b9d\u8d35\u7ecf\u9a8c\u548c\u89c1\u89e3\u80af\u5b9a\u5f88\u6709\u53c2\u8003\u4ef7\u503c\uff01\u5176\u6b21\uff0c\u5173\u6ce8\u79d1\u7814\u76f8\u5173\u7684\u516c\u4f17\u53f7\uff0c\u591a\u901b\u901b\u56fd\u5185\u5916\u77e5\u8bc6\u5206\u4eab\u7c7b\u7684\u793e\u4ea4\u5e73\u53f0\u4e5f\u662f\u5f88\u597d\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u5e73\u53f0\u53ef\u4ee5\u8ba9\u4f60\u5b9e\u65f6\u4e86\u89e3\u524d\u6cbf\u7684\u5b66\u672f\u5de5\u4f5c\uff0c\u4ece\u4e2d\u63a2\u7d22\u81ea\u5df1\u53ef\u80fd\u611f\u5174\u8da3\u7684\u9886\u57df\uff0c\u5b66\u4e60\u5176\u4ed6\u7814\u7a76\u8005\u7684\u7ecf\u9a8c\u548c\u89c1\u89e3\uff0c\u62d3\u5bbd\u81ea\u5df1\u7684\u601d\u8def\u548c\u89c6\u91ce\uff0c\u4ece\u800c\u8f85\u52a9\u4f60\u589e\u5f3a\u81ea\u5df1\u7684\u79d1\u7814\u5b9e\u529b\u548c\u7814\u7a76\u6c34\u5e73\u3002<\/p>\n\n\n\n<h3 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