{"id":4865,"date":"2023-05-29T01:59:26","date_gmt":"2023-05-29T01:59:26","guid":{"rendered":"https:\/\/www.synsense.ai\/?p=4865"},"modified":"2023-05-29T02:05:11","modified_gmt":"2023-05-29T02:05:11","slug":"open-neuromorphic-towards-training-robust-computer-vision-models-for-neuromorphic-hardware","status":"publish","type":"post","link":"https:\/\/www.synsense.ai\/zh-hans\/open-neuromorphic-towards-training-robust-computer-vision-models-for-neuromorphic-hardware\/","title":{"rendered":"SynSense\u65f6\u8bc6\u79d1\u6280Open Neuromorphic\u6f14\u8bb2\u56de\u987e\uff1a\u5de5\u7a0b\u5e08\u5171\u805a\uff0c\u63a2\u8ba8\u7c7b\u8111\u89c6\u89c9\u611f\u77e5+\u8ba1\u7b97 | \u5b8c\u6574\u89c6\u9891"},"content":{"rendered":"<p>SynSense\u65f6\u8bc6\u79d1\u6280\u7c7b\u8111\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08Gregor Lenz\u535a\u58eb\u8fd1\u65e5\u53d7\u9080\u4e3a\u6b27\u6d32\u7c7b\u8111\u5f00\u6e90\u793e\u533a<a href=\"https:\/\/open-neuromorphic.org\/\">Open Neuromorphic<\/a>\u8fdb\u884c\u4e86\u5728\u7ebf\u6f14\u8bb2\u3002\u672c\u6b21\u6f14\u8bb2\u53c2\u4e0e\u8005\u4e3b\u8981\u4e3a\u7c7b\u8111\u9886\u57df\u7684\u7814\u7a76\u8005\u53ca\u5de5\u7a0b\u5e08\u3002Lenz\u535a\u58eb\u5206\u4eab\u4e86\u4e8b\u4ef6\u76f8\u673a\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u8fd0\u7528\u53ca\u4f18\u52bf\uff0c\u540c\u65f6\u56f4\u7ed5SynSense\u65f6\u8bc6\u79d1\u6280\u57fa\u4e8e\u4e8b\u4ef6\u7684\u6570\u636e\u5904\u7406\u5f00\u6e90\u5de5\u5177<a href=\"https:\/\/www.synsense.ai\/zh-hans\/products\/tonic\/\">Tonic<\/a>\u3001<a href=\"https:\/\/www.synsense.ai\/zh-hans\/products\/speck\/\">\u201c\u611f\u7b97\u4e00\u4f53\u201d\u52a8\u6001\u89c6\u89c9\u667a\u80fdSoC-Speck<\/a>\u7b49\uff0c\u4e3a\u7c7b\u8111\u9886\u57df\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\u5c55\u793a\u4e86SynSense\u65f6\u8bc6\u79d1\u6280\u4e16\u754c\u9886\u5148\u7684\u667a\u80fd\u89c6\u89c9\u5904\u7406\u6280\u672f\uff0c\u4ee5\u53ca\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u3001\u90e8\u7f72\u5b9e\u64cd\u7ecf\u9a8c\u3002<\/p>\n<p><strong>\u7a81\u7834\u5c40\u9650\uff0c\u63a2\u7d22\u5e94\u7528SynSense\u65f6\u8bc6\u79d1\u6280\u805a\u7126\u7c7b\u8111\u89c6\u89c9\u53d1\u5c55<\/strong><\/p>\n<p><em>Gregor Lenz\u62e5\u6709\u5df4\u9ece\u7d22\u90a6\u5927\u5b66\u7c7b\u8111\u5de5\u7a0b\u535a\u58eb\u5b66\u4f4d\uff0c\u5728SynSense\u65f6\u8bc6\u79d1\u6280\uff0c\u4ed6\u51ed\u501f\u5728\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u3001\u57fa\u4e8e\u4e8b\u4ef6\u7684\u4f20\u611f\u5668\u3001\u7c7b\u8111\u786c\u4ef6\u7b49\u9886\u57df\u7684\u5b66\u672f\u53ca\u4e30\u5bcc\u7684\u7814\u53d1\u7ecf\u9a8c\u53c2\u4e0e\u7c7b\u8111\u82af\u7247\u9879\u76ee\u5f00\u53d1\u3002Lenz\u535a\u58eb\u540c\u65f6\u4e5f\u662f\u7c7b\u8111\u8ba1\u7b97\u9886\u57df\u4e24\u5927\u5f00\u6e90\u9879\u76eeTonic\u548cexpelliarmus\u7684\u7ef4\u62a4\u8005\u3002<\/em><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-large wp-image-4875 alignleft\" src=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/640-1-1024x576.png\" alt=\"\" width=\"640\" height=\"360\" srcset=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/640-1-1024x576.png 1024w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/640-1-300x169.png 300w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/640-1-768x432.png 768w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/640-1.png 1080w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Open Neuromorphic\u662f\u4e00\u4e2a\u7531\u6a2a\u8de8\u591a\u56fd\u7684\u5b66\u672f\u53ca\u5de5\u4e1a\u754c\u7c7b\u8111\u5f00\u6e90\u8d21\u732e\u8005\u6240\u5efa\u7acb\u7684\u7c7b\u8111\u7ec4\u7ec7\uff0c\u90fd\u7075\u7406\u5de5Fabrizio Ottati\u535a\u58eb\u3001SynSense\u65f6\u8bc6\u79d1\u6280\u7c7b\u8111\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08Gregor Lenz\u3001\u8377\u5170\u4ee3\u5c14\u592b\u7279\u79d1\u6280\u5927\u5b66Charlotte Frenkel\u3001\u52a0\u5dde\u5927\u5b66Jason Eshraghian\u7b49\u4f5c\u4e3a\u53d1\u8d77\u56e2\u961f\uff0c\u65e8\u5728\u4e3a\u4e0d\u65ad\u6269\u5927\u7684\u7c7b\u8111\u793e\u533a\u63d0\u4f9b\u66f4\u52a0\u5b9e\u7528\u7684\u7c7b\u8111\u8d44\u6e90\u3001\u5b9e\u73b0\u66f4\u6d3b\u8dc3\u7684\u4ea4\u6d41\uff0c\u52a9\u63a8\u7c7b\u8111\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\u3002<\/p>\n<p><iframe loading=\"lazy\" title=\"Towards training robust computer vision models for neuromorphic hardware - Gregor Lenz @ TU Delft\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/TPChp-O6qXM?start=275&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<p>\u5728\u672c\u6b21\u6f14\u8bb2\u4e2d\uff0cLenz\u535a\u58eb\u9996\u5148\u4ecb\u7ecd\u4e86SynSense\u65f6\u8bc6\u79d1\u6280\u7c7b\u8111\u6280\u672f\u80cc\u666f\u53ca\u4ee3\u8868\u82af\u7247\uff1a<a href=\"https:\/\/www.synsense.ai\/zh-hans\/products\/speck\/\">Speck<\/a>\u53ca<a href=\"https:\/\/www.synsense.ai\/zh-hans\/products\/xylo\/\">Xylo<\/a>\u4e24\u5927\u7cfb\u5217\uff0c\u5e76\u7531Speck\u82af\u7247\u800c\u5c55\u5f00\uff0c\u4ecb\u7ecd\u4e86\u667a\u80fd\u89c6\u89c9\u5904\u7406\u6280\u672f\u7684\u65f6\u8bc6\u7ecf\u9a8c\u3002\u201c\u5728\u667a\u80fd\u89c6\u89c9\u5904\u7406\u9886\u57df\uff0cSynSense\u65f6\u8bc6\u79d1\u6280\u611f\u7b97\u4e00\u4f53\u52a8\u6001\u89c6\u89c9SoC Speck\u96c6\u6210\u4e86\u4e8b\u4ef6\u76f8\u673a\u53ca\u52a8\u6001\u89c6\u89c9\u5904\u7406\u5668<a href=\"https:\/\/www.synsense.ai\/zh-hans\/products\/dynap-cnn\/\">Dynap CNN<\/a>\uff0c\u53ef\u5c06\u5176\u5b89\u88c5\u5728\u65e0\u4eba\u673a\u3001\u673a\u5668\u4eba\u3001\u73a9\u5177\u7b49\u8bbe\u5907\u4e0a\u3002\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u5f00\u59cb\u9500\u552e\u8fd9\u9897\u82af\u7247\uff0c\u5ba2\u6237\u53ef\u4ee5\u8d2d\u4e70\u5e76\u4f7f\u7528\u5b83\u4eec\u2014\u2014\u8fd9\u662f\u9996\u6279\u53ef\u5546\u7528\u7684\u7c7b\u8111\u786c\u4ef6\u3002\u6211\u4eec\u63a2\u7d22\u5e94\u7528\u5e76\u8d85\u8d8a\u82af\u7247\u7684\u5c40\u9650\u6027\uff0c\u4ee5\u5f15\u9886\u786c\u4ef6\u7684\u53d1\u5c55\u65b9\u5411\u3002\u201d<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-large wp-image-4868 alignleft\" src=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20-1024x571.png\" alt=\"\" width=\"640\" height=\"357\" srcset=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20-1024x571.png 1024w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20-300x167.png 300w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20-768x428.png 768w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20-1536x856.png 1536w, https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/\u672a\u547d\u540d-\u793e\u4ea4\u5a92\u4f53-1200-\u00d7-627-\u50cf\u7d20-2000-\u00d7-1115-\u50cf\u7d20-1280-\u00d7-720-\u50cf\u7d20.png 2000w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u201c\u4f20\u7edf\u76f8\u673a\u6210\u50cf\u901a\u5e38\u4ee5\u9884\u5b9a\u4e49\u7684\u5e27\u91c7\u6837\u901f\u7387\u8fd0\u884c\uff0c\u9650\u5236\u4e86\u89c2\u5bdf\u5230\u7684\u6d3b\u52a8\u7684\u65f6\u95f4\u5206\u8fa8\u7387\uff0c\u201d\u5728\u8c08\u53ca\u7c7b\u8111\u89c6\u89c9\u6280\u672f\u65f6\uff0cLenz\u535a\u58eb\u8868\u793a\u3002\u201c\u8fde\u7eed\u7684\u5e27\u548c\u6bcf\u4e2a\u5e27\u4e2d\u7684\u5197\u4f59\u50cf\u7d20\u5360\u636e\u4e86\u5927\u91cf\u7684\u5b58\u50a8\u8d44\u6e90\u548c\u8ba1\u7b97\uff0c\u4e14\u5bb9\u6613\u4ea7\u751f\u52a8\u6001\u6a21\u7cca\u3002\u201d<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-4870 alignleft\" src=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/frames.gif\" alt=\"\" width=\"423\" height=\"308\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left;\">\u57fa\u4e8e\u5e27<\/p>\n<p>\u4e8b\u4ef6\u76f8\u673a\u5f02\u6b65\u5730\u8f93\u51fa\u5149\u7167\u53d8\u5316\uff0c\u4e0d\u540c\u4e8e\u4f20\u7edf\u4ee5\u5e27\u4e3a\u5355\u4f4d\u7684\u76f8\u673a\uff0c\u5176\u4ee5\u5355\u4e2a\u50cf\u7d20\u72ec\u7acb\u5730\u611f\u77e5\u5149\u7167\u5f3a\u5ea6\u76f8\u5bf9\u53d8\u5316\u503c\u3002Lenz\u535a\u58eb\u8868\u793a\uff1a\u201c\u5bf9\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\uff0c\u53ef\u4ee5\u4f7f\u7528\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u9ad8\u6548\u5904\u7406\u6b64\u7c7b\u6570\u636e\uff0c\u4ece\u800c\u5b9e\u73b0\u975e\u5e38\u4f4e\u529f\u8017\u7684\u5e94\u7528\u3002\u4e3a\u4e86\u53d1\u6325\u8fd9\u4e9b\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u5fc5\u987b\u5728\u4e13\u7528\u7684\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u4e0a\u6267\u884c\u5b83\u4eec\u3002\u201d<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-4872 alignleft\" src=\"https:\/\/www.synsense.ai\/wp-content\/uploads\/2023\/05\/events.gif\" alt=\"\" width=\"423\" height=\"308\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left;\">\u57fa\u4e8e\u4e8b\u4ef6<\/p>\n<p>\u9488\u5bf9\u4e8b\u4ef6\u6570\u636e\uff0cLenz\u535a\u58eb\u7279\u522b\u4ecb\u7ecd\uff0cSynSense\u65f6\u8bc6\u79d1\u6280\u4e3a\u5e0c\u671b\u63a2\u7d22\u52a8\u6001\u89c6\u89c9\u6280\u672f\u7684\u5de5\u7a0b\u5e08\u53ca\u7231\u597d\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5316\u4e8b\u4ef6\u6570\u636e\/\u8109\u51b2\u6570\u636e\u7684\u4e0b\u8f7d\u3001\u64cd\u4f5c\u548c\u52a0\u8f7d\u7684\u5de5\u5177\uff1aTonic\u3002\u201c\u5b83\u5c31\u50cf\u9488\u5bf9\u795e\u7ecf\u5f62\u6001\u6570\u636e\u7684PyTorch 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