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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ece\u7eb3\u7c73\u5230\u79d2\u7ea7\uff1aNanoPyx\u7528AI\u6280\u672f\u9769\u65b0\u663e\u5fae\u955c\u56fe\u50cf\u5904\u7406\uff0c\u6548\u7387\u5927\u5e45\u63d0\u5347\uff01<\/a><\/p>\n

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\u7f16\u8f91 | 2049<\/p>\n

\u968f\u7740\u663e\u5fae\u955c\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u5c24\u5176\u662f\u8d85\u5206\u8fa8\u7387\u663e\u5fae\u955c\uff08Super-Resolution Microscopy\uff09\u7684\u51fa\u73b0\uff0c\u751f\u7269\u5b66\u5bb6\u4eec\u5f97\u4ee5\u5728\u7eb3\u7c73\u5c3a\u5ea6\u4e0a\u89c2\u5bdf\u7ec6\u80de\u5185\u90e8\u7684\u52a8\u6001\u8fc7\u7a0b\uff0c\u63ed\u793a\u4e86\u8bb8\u591a\u4ee5\u5f80\u65e0\u6cd5\u6355\u6349\u7684\u751f\u7269\u5b66\u73b0\u8c61\u3002<\/p>\n

\u7136\u800c\uff0c\u8fd9\u79cd\u6280\u672f\u8fdb\u6b65\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\uff1a\u663e\u5fae\u955c\u56fe\u50cf\u7684\u6570\u636e\u91cf\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4f20\u7edf\u7684\u56fe\u50cf\u5904\u7406<\/mark>\u5de5\u5177\u5728\u5904\u7406\u8fd9\u4e9b\u5927\u89c4\u6a21\u6570\u636e\u65f6\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u3001\u591a\u7ef4\u5ea6\u7684\u56fe\u50cf\u65f6\uff0c\u8ba1\u7b97\u6548\u7387\u6210\u4e3a\u5236\u7ea6\u7814\u7a76\u8fdb\u5c55\u7684\u74f6\u9888\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0cAI \u6280\u672f\u5728\u9ad8\u6027\u80fd\u8ba1\u7b97\u548c\u56fe\u50cf\u5904\u7406<\/mark>\u9886\u57df\u7684\u7a81\u7834\uff0c\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002\u6765\u81ea\u8461\u8404\u7259\u53e4\u5c14\u73ed\u57fa\u5b89\u79d1\u5b66\u7814\u7a76\u6240\uff08Instituto Gulbenkian de Ci\u00eancia\uff09\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u751f\u7269\u56fe\u50cf\u5206\u6790\u6846\u67b6\u2014\u2014NanoPyx\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cEfficiently accelerated bioimage analysis with NanoPyx, a Liquid Engine-powered Python framework<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2025 \u5e74 1 \u6708 2 \u65e5\u53d1\u5e03\u5728\u300aNature Methods<\/em>\u300b\u3002<\/p>\n

<\/a><\/p>\n

\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n

\u73b0\u6709\u7684\u751f\u7269\u56fe\u50cf\u5206\u6790\u5de5\u5177\uff08\u5982 ImageJ\/Fiji\uff09\u867d\u7136\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u5b83\u4eec\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u5b58\u5728\u663e\u8457\u7684\u6027\u80fd\u74f6\u9888\u3002\u8fd9\u4e9b\u5de5\u5177\u901a\u5e38\u4f9d\u8d56\u4e8e\u5355\u4e00\u7684\u8ba1\u7b97\u7b56\u7565\uff08\u5982 CPU\u5355\u7ebf\u7a0b\u5904\u7406\uff09\uff0c\u65e0\u6cd5\u5145\u5206\u5229\u7528\u73b0\u4ee3\u786c\u4ef6\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff08\u5982 GPU\uff09\u3002<\/p>\n

\u6b64\u5916\uff0c\u4e0d\u540c\u7684\u56fe\u50cf\u5904\u7406<\/mark>\u4efb\u52a1\uff08\u5982\u53bb\u566a\u3001\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff09\u9700\u8981\u4e0d\u540c\u7684\u7b97\u6cd5\u5b9e\u73b0\uff0c\u73b0\u6709\u7684\u5de5\u5177\u5728\u5904\u7406\u8fd9\u4e9b\u4efb\u52a1\u65f6\u5f80\u5f80\u65e0\u6cd5\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u7b97\u6cd5\u5b9e\u73b0\u3002<\/p>\n

NanoPyx \u6846\u67b6\u7684\u63d0\u51fa\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9\u3002\u901a\u8fc7\u5f15\u5165 Liquid Engine\uff0cNanoPyx \u80fd\u591f\u52a8\u6001\u751f\u6210\u548c\u4f18\u5316 CPU \u4e0e GPU \u4ee3\u7801\uff0c\u6839\u636e\u8f93\u5165\u6570\u636e\u548c\u786c\u4ef6\u73af\u5883\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u7b97\u6cd5\u5b9e\u73b0\u3002<\/p>\n

\u8fd9\u79cd\u57fa\u4e8e\u673a\u5668\u5b66\u4e60<\/mark>\u7684\u52a8\u6001\u4f18\u5316\u673a\u5236\uff0c\u4e0d\u4ec5\u663e\u8457\u63d0\u5347\u4e86\u56fe\u50cf\u5904\u7406<\/mark>\u901f\u5ea6\uff0c\u8fd8\u4e3a\u751f\u7269\u56fe\u50cf\u5206\u6790\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u65b9\u6cd5\u5b66\u521b\u65b0\u3002<\/p>\n

\u6280\u672f\u521b\u65b0<\/strong><\/p>\n

NanoPyx \u7684\u6838\u5fc3\u6280\u672f Liquid Engine \u5efa\u7acb\u5728\u591a\u4e2a\u5b66\u79d1\u7684\u7406\u8bba\u57fa\u7840\u4e4b\u4e0a\u3002<\/p>\n

\u9996\u5148\uff0c\u5b83\u501f\u9274\u4e86\u9ad8\u6027\u80fd\u8ba1\u7b97\u4e2d\u7684\u5e76\u884c\u8ba1\u7b97\u7406\u8bba\uff0c\u5229\u7528 GPU \u548c CPU \u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u52a0\u901f\u56fe\u50cf\u5904\u7406<\/mark>\u4efb\u52a1\u3002\u5176\u6b21\uff0c\u5b83\u5f15\u5165\u4e86\u673a\u5668\u5b66\u4e60<\/mark>\u4e2d\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u901a\u8fc7\u5386\u53f2\u8fd0\u884c\u65f6\u95f4\u6570\u636e\u9884\u6d4b\u6700\u4f18\u7684\u7b97\u6cd5\u5b9e\u73b0\u3002\u6700\u540e\uff0c\u5b83\u8fd8\u7ed3\u5408\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u52a8\u6001\u4ee3\u7801\u751f\u6210\u6280\u672f\uff0c\u80fd\u591f\u6839\u636e\u8f93\u5165\u6570\u636e\u548c\u786c\u4ef6\u73af\u5883\u52a8\u6001\u751f\u6210\u6700\u4f18\u4ee3\u7801\u3002<\/p>\n

Liquid Engine \u7684\u521b\u65b0\u70b9\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n

\u52a8\u6001\u4ee3\u7801\u751f\u6210<\/strong>\uff1aLiquid Engine \u80fd\u591f\u6839\u636e\u8f93\u5165\u6570\u636e\u548c\u786c\u4ef6\u73af\u5883\uff0c\u52a8\u6001\u751f\u6210\u6700\u4f18\u7684 CPU \u548c GPU \u4ee3\u7801\u3002\u8fd9\u79cd\u52a8\u6001\u4f18\u5316\u673a\u5236\u901a\u8fc7\u5b66\u4e60\u4e0d\u540c\u4efb\u52a1\u7684\u7279\u6027\uff0c\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u673a\u5668\u5b66\u4e60<\/mark>\u9a71\u52a8\u7684\u7b97\u6cd5\u9009\u62e9<\/strong>\uff1aLiquid Engine \u901a\u8fc7\u5386\u53f2\u8fd0\u884c\u65f6\u95f4\u6570\u636e\u8bad\u7ec3\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\uff0c\u9884\u6d4b\u4e0d\u540c\u7b97\u6cd5\u5b9e\u73b0\u7684\u6027\u80fd\u3002\u8fd9\u79cd\u57fa\u4e8e\u6570\u636e\u7684\u51b3\u7b56\u673a\u5236\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7b97\u6cd5\u9009\u62e9\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n

\u5ef6\u8fdf\u7ba1\u7406\u673a\u5236<\/strong>\uff1aLiquid Engine \u8fd8\u5f15\u5165\u4e86\u5ef6\u8fdf\u7ba1\u7406\u673a\u5236\uff0c\u80fd\u591f\u68c0\u6d4b\u548c\u5904\u7406\u8fd0\u884c\u4e2d\u7684\u5f02\u5e38\u5ef6\u8fdf\u3002\u901a\u8fc7\u6982\u7387\u6a21\u578b\uff0c\u5b83\u80fd\u591f\u5728\u5ef6\u8fdf\u53d1\u751f\u65f6\u52a8\u6001\u8c03\u6574\u7b97\u6cd5\u9009\u62e9\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u9ad8\u6548\u6027\u3002<\/p>\n

<\/a><\/p>\n

\u56fe 1\uff1a\u4f7f\u7528 NanoPyx \u65b9\u6cd5\u7684\u663e\u5fae\u56fe\u50cf\u5904\u7406<\/mark>\u5de5\u4f5c\u6d41\u7a0b\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/p>\n

\u4e3a\u4e86\u9a8c\u8bc1 NanoPyx \u7684\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u6db5\u76d6\u4e86\u4e0d\u540c\u7684\u56fe\u50cf\u5904\u7406<\/mark>\u4efb\u52a1\uff08\u5982\u53bb\u566a\u3001\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff09\u548c\u786c\u4ef6\u73af\u5883\uff08\u5982\u6d88\u8d39\u7ea7\u7b14\u8bb0\u672c\u7535\u8111\u548c\u4e13\u4e1a\u5de5\u4f5c\u7ad9\uff09\u3002\u5b9e\u9a8c\u6570\u636e\u5305\u62ec\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u663e\u5fae\u955c\u56fe\u50cf\uff0c\u4ee5\u53ca\u4e0d\u540c\u5927\u5c0f\u7684\u56fe\u50cf\u5757\uff08patch\uff09\u548c\u8ddd\u79bb\u53c2\u6570<\/mark>\u3002<\/p>\n

<\/a><\/p>\n

\u56fe 2\uff1a\u7b97\u6cd5\u591a\u79cd\u5b9e\u73b0\u65b9\u5f0f\u7684\u8fd0\u884c\u65f6\u95f4\u6bd4\u8f83\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cNanoPyx \u5728\u5904\u7406\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u65f6\u8868\u73b0\u51fa\u663e\u8457\u7684\u4f18\u52bf\u3002\u4ee5\u53bb\u566a\u4efb\u52a1\u4e3a\u4f8b\uff0cNanoPyx \u5728\u4e13\u4e1a\u5de5\u4f5c\u7ad9\u4e0a\u7684\u5904\u7406\u901f\u5ea6\u5728\u67d0\u4e9b\u6761\u4ef6\u4e0b\u6bd4\u4f20\u7edf\u5de5\u5177\u5feb\u4e86 24 \u500d\u3002<\/p>\n

\u6b64\u5916\uff0cLiquid Engine \u7684\u52a8\u6001\u4f18\u5316\u673a\u5236\u5728\u4e0d\u540c\u786c\u4ef6\u73af\u5883\u4e0b\u5747\u8868\u73b0\u51fa\u826f\u597d\u7684\u9002\u5e94\u6027\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406 1000×1000 \u50cf\u7d20\u7684\u56fe\u50cf\u65f6\uff0cNanoPyx \u80fd\u591f\u6839\u636e\u786c\u4ef6\u73af\u5883\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u7b97\u6cd5\u5b9e\u73b0\uff0c\u786e\u4fdd\u5904\u7406\u901f\u5ea6\u6700\u5927\u5316\u3002<\/p>\n

<\/a><\/p>\n

\u56fe 3\uff1aNanoPyx \u901a\u8fc7\u5229\u7528 Liquid Engine \u7684\u81ea\u6211\u4f18\u5316\u80fd\u529b\u8fbe\u5230\u6700\u4f73\u6027\u80fd\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

NanoPyx \u7684\u521b\u65b0\u6548\u679c\u4e0d\u4ec5\u4f53\u73b0\u5728\u5904\u7406\u901f\u5ea6\u7684\u63d0\u5347\u4e0a\uff0c\u8fd8\u4f53\u73b0\u5728\u5176\u52a8\u6001\u4f18\u5316\u673a\u5236\u4e0a\u3002\u901a\u8fc7\u673a\u5668\u5b66\u4e60<\/mark>\u9a71\u52a8\u7684\u7b97\u6cd5\u9009\u62e9\uff0cNanoPyx \u80fd\u591f\u5728\u4e0d\u540c\u4efb\u52a1\u548c\u786c\u4ef6\u73af\u5883\u4e0b\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u7b97\u6cd5\u5b9e\u73b0\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u7528\u6237\u7684\u624b\u52a8\u5e72\u9884\u3002<\/p>\n

\u6b64\u5916\uff0cLiquid Engine \u7684\u5ef6\u8fdf\u7ba1\u7406\u673a\u5236\u4e5f\u8868\u73b0\u51fa\u826f\u597d\u7684\u9c81\u68d2\u6027\uff0c\u80fd\u591f\u5728\u5f02\u5e38\u5ef6\u8fdf\u53d1\u751f\u65f6\u52a8\u6001\u8c03\u6574\u7b97\u6cd5\u9009\u62e9\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n

<\/a><\/p>\n

\u56fe 4\uff1a\u7528\u4e8e\u5ef6\u8fdf\u7ba1\u7406\u7684\u4ee3\u7406\u51b3\u7b56\u793a\u610f\u56fe\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7ed3\u8bed<\/strong><\/p>\n

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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41592-024-02562-6<\/em><\/p>\n

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