{"id":210,"date":"2024-05-23T09:57:53","date_gmt":"2024-05-23T01:57:53","guid":{"rendered":"http:\/\/www.15zhi.net\/blog\/?page_id=210"},"modified":"2024-05-29T08:52:41","modified_gmt":"2024-05-29T00:52:41","slug":"visual-illusion-cognition-dataset-construction-and-recognition-performance-by-deep-neural-networks","status":"publish","type":"page","link":"https:\/\/www.15zhi.net\/blog\/visual-illusion-cognition-dataset-construction-and-recognition-performance-by-deep-neural-networks\/","title":{"rendered":"Visual illusion cognition dataset construction and recognition performance by deep neural networks"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>\u80cc\u666f(Background)<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-24-1024x571.png\" alt=\"\" class=\"wp-image-341\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-24-1024x571.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-24-300x167.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-24-768x428.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-24.png 1056w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"763\" height=\"389\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-27.png\" alt=\"\" class=\"wp-image-345\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-27.png 763w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-27-300x153.png 300w\" sizes=\"auto, (max-width: 763px) 100vw, 763px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u521b\u65b0\u70b9(Highlights)<\/strong><\/h3>\n\n\n\n<p>\u7ed3\u5408\u573a\u666f\u6a21\u62df\u7684\u65b9\u5f0f\uff0c\u5728Unity3D\u4e2d\u6784\u5efa\u4e24\u7c7b\u5178\u578b\u7684\u89c6\u9519\u89c9\u573a\u666f\uff0c\u8bbe\u8ba1\u4e8c\u7ef4\u56fe\u50cf\u6a21\u62df\u751f\u6210\u7b56\u7565\uff0c\u83b7\u53d6\u89c6\u9519\u89c9\u573a\u666f\u6570\u636e\u96c6\u3002\u7136\u540e\u8fd0\u7528UNet\u3001SegNet\u3001PSPNet\u3001DeepLabv3+\u591a\u79cd\u8bed\u4e49\u5206\u5272\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u53ca\u6d4b\u8bd5\uff0c\u6839\u636e\u89c6\u9519\u89c9\u56fe\u50cf\u7684\u5206\u5272\u6027\u80fd\u7ed3\u679c\u83b7\u5f97\u4eba\u773c\u89c6\u9519\u89c9\u8ba4\u77e5\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0a\u7684\u5efa\u6a21\u8868\u8fbe\u60c5\u51b5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-25-1024x548.png\" alt=\"\" class=\"wp-image-342\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-25-1024x548.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-25-300x160.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-25-768x411.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-25.png 1060w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"412\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-35-1024x412.png\" alt=\"\" class=\"wp-image-362\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-35-1024x412.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-35-300x121.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-35-768x309.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-35.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u65b9\u6cd5(Methodology)<\/strong><\/h3>\n\n\n\n<p>\u7ed3\u5408\u573a\u666f\u6a21\u62df\u7684\u65b9\u5f0f\uff0c\u5728Unity3D\u4e2d\u6784\u5efa\u4e24\u7c7b\u5178\u578b\u7684\u89c6\u9519\u89c9\u573a\u666f\uff0c\u8bbe\u8ba1\u4e8c\u7ef4\u56fe\u50cf\u6a21\u62df\u751f\u6210\u7b56\u7565\uff0c\u83b7\u53d6\u89c6\u9519\u89c9\u573a\u666f\u6570\u636e\u96c6\u3002\u7136\u540e\u8fd0\u7528UNet\u3001SegNet\u3001PSPNet\u3001DeepLabv3+\u591a\u79cd\u8bed\u4e49\u5206\u5272\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u53ca\u6d4b\u8bd5\uff0c\u6839\u636e\u89c6\u9519\u89c9\u56fe\u50cf\u7684\u5206\u5272\u6027\u80fd\u7ed3\u679c\u83b7\u5f97\u4eba\u773c\u89c6\u9519\u89c9\u8ba4\u77e5\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0a\u7684\u5efa\u6a21\u8868\u8fbe\u60c5\u51b5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"505\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-32-1024x505.png\" alt=\"\" class=\"wp-image-358\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-32-1024x505.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-32-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-32-768x379.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-32.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"543\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-33-1024x543.png\" alt=\"\" class=\"wp-image-359\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-33-1024x543.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-33-300x159.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-33-768x407.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-33.png 1060w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"571\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-34.png\" alt=\"\" class=\"wp-image-360\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-34.png 1009w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-34-300x170.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-34-768x435.png 768w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36-1024x454.png\" alt=\"\" class=\"wp-image-367\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36-1024x454.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36-300x133.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36-768x340.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36-1536x680.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-36.png 1824w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"462\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37-1024x462.png\" alt=\"\" class=\"wp-image-369\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37-1024x462.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37-300x135.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37-768x346.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37-1536x693.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-37.png 1791w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"469\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-38-1024x469.png\" alt=\"\" class=\"wp-image-370\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-38-1024x469.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-38-300x137.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-38-768x351.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-38.png 1344w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c(Experiments)<\/strong><\/h3>\n\n\n\n<p>(1)  \u5728Unity3D\u4e2d\uff0c\u7ed3\u5408\u573a\u666f\u4e2d\u7684\u5149\u7167\u3001\u9634\u5f71\u3001\u5f62\u72b6\u3001\u89c6\u89d2\u3001\u4f4d\u7f6e\u3001\u5927\u5c0f\u7b49\u7269\u7406\u5c5e\u6027\uff0c\u6784\u5efa\u4e86\u7acb\u4f53\u56fe\u5f62\u68cb\u76d8\u9634\u5f71\u89c6\u9519\u89c9\u573a\u666f\u548c\u5e73\u9762\u56fe\u5f62\u540c\u65f6\u5bf9\u6bd4\u89c6\u9519\u89c9\u573a\u666f\uff1b<\/p>\n\n\n\n<p>(2)  \u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7ed3\u5408\u51e0\u4f55\u5f62\u72b6\u5e03\u5c40\u548c\u51e0\u4f55\u56fe\u5f62\u53e0\u52a0\u7684\u573a\u666f\u62d3\u5c55\u7b56\u7565\uff0c\u5bf9\u4e24\u7c7b\u89c6\u9519\u89c9\u573a\u666f\u5206\u522b\u8fdb\u884c\u6570\u636e\u589e\u5f3a\u5e76\u5b9e\u65f6\u7ed9\u56fe\u50cf\u6807\u6ce8\u8bed\u4e49\u6807\u7b7e\uff0c\u751f\u6210\u4e86\u5927\u7ea6\u542b\u670920000\u5f20\u4e8c\u7ef4\u56fe\u50cf\u7684\u89c6\u9519\u89c9\u573a\u666f\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>(3)  \u6839\u636e\u8bed\u4e49\u5206\u5272\u6a21\u578b\u8bc4\u4ef7\u6307\u6807\uff0c\u5206\u522b\u8fd0\u7528UNet\u3001SegNet\u3001PSPNet\u3001DeepLab-V3+\u8bed\u4e49\u5206\u5272\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u89c6\u9519\u89c9\u8bc6\u522b\u5206\u5272\u6027\u80fd\u5b9e\u9a8c\uff0c\u5e76\u5206\u6790\u5b9e\u9a8c\u7ed3\u679c\u5f97\u5230\u7ed3\u8bba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1022\" height=\"569\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-31.png\" alt=\"\" class=\"wp-image-356\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-31.png 1022w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-31-300x167.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-31-768x428.png 768w\" sizes=\"auto, (max-width: 1022px) 100vw, 1022px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-30-1024x564.png\" alt=\"\" class=\"wp-image-355\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-30-1024x564.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-30-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-30-768x423.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-30.png 1067w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"573\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-29-1024x573.png\" alt=\"\" class=\"wp-image-353\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-29-1024x573.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-29-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-29-768x430.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-29.png 1060w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7ed3\u8bba(Conclusion)<\/strong><\/h3>\n\n\n\n<p>(1)  \u4eba\u773c\u89c6\u9519\u89c9\u7684\u8ba4\u77e5\u7ed3\u679c\u5728\u6574\u4f53\u4e0a\u540c\u6837\u53ef\u4ee5\u7531\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8f83\u597d\u5730\u5f97\u5230\u5efa\u6a21\u8868\u8fbe\uff1b<\/p>\n\n\n\n<p>(2)  \u4eba\u773c\u89c6\u9519\u89c9\u7684\u8ba4\u77e5\u8fc7\u7a0b\u4ecd\u7136\u80fd\u591f\u76f4\u63a5\u88ab\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5904\u7406\uff0c\u800c\u4e0d\u9700\u8981\u5176\u4ed6\u7684\u795e\u79d8\u673a\u5236\uff1b<\/p>\n\n\n\n<p>(3)  \u5728\u5bf9\u89c6\u9519\u89c9\u56fe\u50cf\u7684\u7406\u89e3\u4e0a,\u4eba\u773c\u89c6\u89c9\u8ba4\u77e5\u4e0e\u673a\u5668\u89c6\u89c9\u8ba4\u77e5\u5177\u6709\u4eba\u673a\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u4e3a\u53d1\u5c55\u66f4\u5f3a\u58ee\u7684\u673a\u5668\u89c6\u89c9\u6a21\u578b\u63d0\u4f9b\u4e86\u542f\u53d1\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"507\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-28-1024x507.png\" alt=\"\" class=\"wp-image-352\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-28-1024x507.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-28-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-28-768x380.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/05\/image-28.png 1053w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u76f8\u5173\u94fe\u63a5(Links)<\/strong><\/h3>\n\n\n\n<p>Li T, Wang F, Zhou Y, et al. Visual illusion cognition dataset construction and recognition performance by deep neural networks[C]\/\/2022 IEEE 8th International Conference on Cloud Computing and Intelligent Systems (CCIS). IEEE, 2022: 90-94.<\/p>\n\n\n\n<p><a href=\"http:\/\/ieeexplore.ieee.org\/abstract\/document\/10016369\">http:\/\/ieeexplore.ieee.org\/abstract\/document\/10016369<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f(Background) \u521b\u65b0\u70b9(Highlights) \u7ed3\u5408\u573a\u666f\u6a21\u62df\u7684\u65b9\u5f0f\uff0c\u5728Unity3D\u4e2d\u6784\u5efa\u4e24\u7c7b\u5178 [&hellip;]<\/p>\n","protected":false},"author":58,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-210","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/210","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/58"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=210"}],"version-history":[{"count":4,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/210\/revisions"}],"predecessor-version":[{"id":406,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/210\/revisions\/406"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=210"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}