{"id":93373,"date":"2026-08-12T15:02:23","date_gmt":"2026-08-12T07:02:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93373.html"},"modified":"2026-08-12T15:02:23","modified_gmt":"2026-08-12T07:02:23","slug":"%ef%bc%88%e8%ae%ba%e6%96%87%e9%80%9f%e8%af%bb%ef%bc%89darkir%ef%bc%9a%e7%a8%b3%e5%81%a5%e7%9a%84%e5%be%ae%e5%85%89%e5%9b%be%e5%83%8f%e6%81%a2%e5%a4%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93373.html","title":{"rendered":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0;text-align:left\">\u8bba\u6587\u9898\u76ee&#xff1a;DarkIR: Robust Low-Light Image Restoration&#xff08;DarkIR&#xff1a;\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d&#xff09;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:left\">\u4f1a\u8bae&#xff1a;CVPR2025<\/p>\n<p style=\"margin-left:0px;margin-right:0px;text-align:justify\">\u6458\u8981&#xff1a;\u591c\u95f4\u6216\u9ed1\u6697\u6761\u4ef6\u4e0b\u7684\u6444\u5f71\u901a\u5e38\u4f1a\u53d7\u5230\u566a\u97f3\u3001\u5149\u7ebf\u4e0d\u8db3\u548c\u6a21\u7cca\u95ee\u9898\u7684\u56f0\u6270&#xff0c;\u8fd9\u662f\u56e0\u4e3a\u73af\u5883\u660f\u6697\u548c\u5e38\u89c1\u7684\u957f\u65f6\u95f4\u66dd\u5149\u3002\u867d\u7136\u53bb\u6a21\u7cca\u548c\u5fae\u5149\u56fe\u50cf\u589e\u5f3a(LLie)\u5728\u8fd9\u4e9b\u6761\u4ef6\u4e0b\u662f\u76f8\u5173\u7684&#xff0c;\u4f46\u5927\u591a\u6570\u56fe\u50cf\u6062\u590d\u65b9\u6cd5\u90fd\u662f\u5355\u72ec\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u7684\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u4e8e\u591a\u4efb\u52a1\u5fae\u5149\u56fe\u50cf\u6062\u590d\u7684\u9ad8\u6548\u3001\u7a33\u5065\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u6211\u4eec\u6ca1\u6709\u8ddf\u968f\u5f53\u524d\u57fa\u4e8e\u53d8\u538b\u5668\u7684\u6a21\u578b\u7684\u53d1\u5c55\u8d8b\u52bf&#xff0c;\u800c\u662f\u63d0\u51fa\u4e86\u65b0\u7684\u6ce8\u610f\u673a\u5236\u6765\u589e\u5f3a\u6709\u6548\u7684CNN\u7684\u63a5\u53d7\u573a\u3002\u4e0e\u4ee5\u524d\u7684\u65b9\u6cd5\u76f8\u6bd4&#xff0c;\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u53c2\u6570\u548cMAC\u8fd0\u7b97\u65b9\u9762\u51cf\u5c11\u4e86\u8ba1\u7b97\u4ee3\u4ef7\u3002\u6211\u4eec\u7684\u6a21\u578bDarkIR\u5728\u6d41\u884c\u7684LOLBlur\u3001LOLv2\u548cReal-LOLBlur\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u65b0\u7684\u6700\u5148\u8fdb\u7684\u7ed3\u679c&#xff0c;\u80fd\u591f\u5728\u771f\u5b9e\u4e16\u754c\u7684\u591c\u665a\u548c\u9ed1\u6697\u56fe\u50cf\u4e0a\u751f\u6210\u3002<\/p>\n<p style=\"margin-left:0px;margin-right:0px;text-align:justify\">\u4ee3\u7801&#xff1a;https:\/\/github.com\/cidautai\/DarkIR<\/p>\n<hr \/>\n<h2>DarkIR&#xff1a;\u8ba9\u591c\u95f4\u62cd\u6444\u4e0d\u518d\u662f\u5669\u68a6\u7684\u9ad8\u6548\u56fe\u50cf\u6062\u590d\u7f51\u7edc<\/h2>\n<h3>\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u591c\u95f4\u62cd\u6444&#xff0c;\u5230\u5e95\u96be\u5728\u54ea&#xff1f;<\/h3>\n<p>\u6211\u4eec\u90fd\u7ecf\u5386\u8fc7\u8fd9\u6837\u7684\u6cae\u4e27&#xff1a;\u5728\u660f\u6697\u7684\u9910\u5385\u3001\u591c\u665a\u7684\u8857\u5934\u4e3e\u8d77\u624b\u673a\u62cd\u7167&#xff0c;\u7ed3\u679c\u8981\u4e48\u4e00\u7247\u6f06\u9ed1&#xff0c;\u8981\u4e48\u6a21\u7cca\u4e0d\u6e05&#xff0c;\u8981\u4e48\u5145\u6ee1\u9897\u7c92\u611f\u566a\u58f0\u3002\u8fd9\u4e0d\u662f\u624b\u673a\u6027\u80fd\u4e0d\u591f\u597d&#xff0c;\u800c\u662f\u591c\u95f4\u6444\u5f71\u5728\u7269\u7406\u5c42\u9762\u4e0a\u5c31\u9762\u4e34\u4e09\u91cd\u53e0\u52a0\u7684\u9000\u5316&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"$\\\\mathbf{y} = \\\\gamma(\\\\mathbf{x} \\\\otimes \\\\mathbf{k}) + \\\\mathbf{n}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b2d791.png\" \/><\/p>\n<ul>\n<li><img decoding=\"async\" alt=\"$\\\\mathbf{y}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b6e7bf.png\" \/>&#xff1a;\u6211\u4eec\u62cd\u5230\u7684\u6697\u56fe<\/li>\n<li><img decoding=\"async\" alt=\"$\\\\mathbf{x}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b77499.png\" \/>&#xff1a;\u7406\u60f3\u4e2d\u6e05\u6670\u3001\u660e\u4eae\u7684\u573a\u666f<\/li>\n<li><img decoding=\"async\" alt=\"$\\\\mathbf{k}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b7fd99.png\" \/>&#xff1a;\u955c\u5934\u6a21\u7cca\u6838&#xff08;PSF&#xff09;&#xff0c;\u4ee3\u8868\u8fd0\u52a8\u6a21\u7cca<\/li>\n<li><img decoding=\"async\" alt=\"$\\\\mathbf{n}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b88715.png\" \/>&#xff1a;\u4f20\u611f\u5668\u566a\u58f0<\/li>\n<li><img decoding=\"async\" alt=\"$\\\\gamma$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b917f6.png\" \/>&#xff1a;\u52a8\u6001\u8303\u56f4\u538b\u7f29\u51fd\u6570<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u8ba9\u66f4\u591a\u5149\u7ebf\u8fdb\u5165\u4f20\u611f\u5668&#xff0c;\u591c\u95f4\u6444\u5f71\u5f80\u5f80\u9700\u8981\u957f\u66dd\u5149\u3002\u957f\u66dd\u5149\u610f\u5473\u7740\u5feb\u95e8\u901f\u5ea6\u6162&#xff0c;\u624b\u6301\u62cd\u6444\u7684\u8f7b\u5fae\u6296\u52a8\u5c31\u4f1a\u7559\u4e0b\u8fd0\u52a8\u6a21\u7cca\u3002\u800c\u624b\u673a\u4f20\u611f\u5668\u5c3a\u5bf8\u6709\u9650&#xff0c;\u6697\u5149\u4e0b\u566a\u58f0\u672c\u5c31\u9ad8&#xff0c;\u4e09\u79cd\u9000\u5316\u540c\u65f6\u5b58\u5728&#xff0c;\u5171\u540c\u6bc1\u6389\u4e00\u5f20\u7167\u7247\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"843\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b9a6de.png\" width=\"1608\" \/><\/p>\n<p>\u3010\u8bba\u6587 Figure 1 \u2014 \u5c55\u793a\u6709\u65e0\u6a21\u7cca\u7684\u4f4e\u5149\u56fe\u50cf&#xff0c;\u4ee5\u53ca\u73b0\u6709\u65b9\u6cd5 vs DarkIR \u7684\u5bf9\u6bd4\u6548\u679c\u3011<\/p>\n<h4>\u73b0\u6709\u65b9\u6cd5\u7684\u6839\u672c\u7f3a\u9677<\/h4>\n<p>\u9762\u5bf9\u8fd9\u4e00\u95ee\u9898&#xff0c;\u5b66\u754c\u957f\u671f\u4ee5\u6765\u5206\u4e24\u6761\u8def\u7ebf\u8d70&#xff1a;<\/p>\n<li>\u4f4e\u5149\u589e\u5f3a&#xff08;LLIE&#xff09;&#xff1a;RetinexFormer\u3001LEDNet\u3001FourLLIE \u7b49\u65b9\u6cd5\u4e13\u6ce8\u4e8e\u628a\u6697\u56fe\u53d8\u4eae&#xff0c;\u4f46\u5b83\u4eec\u5bf9\u6a21\u7cca\u65e0\u80fd\u4e3a\u529b\u3002<\/li>\n<li>\u56fe\u50cf\u53bb\u6a21\u7cca&#xff1a;DeblurGAN-v2\u3001NAFNet\u3001Restormer \u7b49\u65b9\u6cd5\u4e13\u6ce8\u4e8e\u6062\u590d\u6e05\u6670\u5ea6&#xff0c;\u4f46\u5728\u4f4e\u5149\u573a\u666f\u4e2d\u4e25\u91cd\u5931\u6548\u3002<\/li>\n<p>\u6700\u81ea\u7136\u7684\u60f3\u6cd5\u662f\u5c06\u4e24\u6b65\u4e32\u8054\u2014\u2014\u5148\u589e\u5149\u518d\u53bb\u6a21\u7cca&#xff0c;\u6216\u8005\u5148\u53bb\u6a21\u7cca\u518d\u589e\u5149\u3002\u4f46\u8bba\u6587\u7684\u5b9e\u9a8c\u6570\u636e\u7ed9\u51fa\u4e86\u6b8b\u9177\u7684\u7b54\u6848&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"297\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070220-6a7c1a7ce6473.png\" width=\"1799\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 2 \u2014 \u4e24\u6b65\u4e32\u8054\u7ba1\u9053\u7684\u91cf\u5316\u7ed3\u679c\u3011<\/p>\n<p>\u4efb\u4f55\u4e24\u6b65\u7ba1\u9053&#xff0c;PSNR \u6700\u9ad8\u53ea\u6709 18.33 dB&#xff0c;\u800c DarkIR \u7aef\u5230\u7aef\u8fbe\u5230 27.00 dB&#xff0c;\u5dee\u8ddd\u63a5\u8fd1 9 dB\u3002\u8fd9\u662f\u56e0\u4e3a\u4e24\u4e2a\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728\u5f3a\u70c8\u7684\u76f8\u4e92\u5e72\u6270&#xff1a;\u672a\u7ecf\u4fee\u590d\u7684\u566a\u58f0\u4f1a\u653e\u5927\u53bb\u6a21\u7cca\u7684\u8bef\u5dee&#xff0c;\u800c\u672a\u7ecf\u53bb\u6a21\u7cca\u7684\u6b8b\u5f71\u5219\u4f1a\u8bef\u5bfc\u589e\u5149\u7684\u65b9\u5411\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u6838\u5fc3\u601d\u8def&#xff1a;\u5206\u800c\u6cbb\u4e4b&#xff0c;\u5404\u53f8\u5176\u804c<\/h3>\n<p>DarkIR \u7684\u51fa\u53d1\u70b9\u6e05\u6670\u800c\u4f18\u96c5&#xff1a;\u65e2\u7136\u4f4e\u5149\u589e\u5f3a\u548c\u53bb\u6a21\u7cca\u662f\u4e24\u79cd\u6027\u8d28\u4e0d\u540c\u7684\u4efb\u52a1&#xff0c;\u4f55\u4e0d\u8ba9\u7f51\u7edc\u7684\u4e0d\u540c\u90e8\u5206\u5206\u522b\u4e13\u7cbe\u4e8e\u6b64&#xff1f;<\/p>\n<p>\u8bba\u6587\u89c2\u5bdf\u5230\u4e24\u4e2a\u5173\u952e\u7269\u7406\u4e8b\u5b9e&#xff1a;<\/p>\n<ul>\n<li>\u4f4e\u5149\u95ee\u9898\u672c\u8d28\u4e0a\u662f\u5168\u5c40\u7684&#xff1a;\u56fe\u50cf\u7684\u6574\u4f53\u4eae\u5ea6\u4e0e Fourier \u9891\u57df\u7684\u632f\u5e45&#xff08;amplitude&#xff09;\u9ad8\u5ea6\u76f8\u5173&#xff0c;\u800c\u4e14\u8fd9\u79cd\u76f8\u5173\u6027\u5728\u4e0d\u540c\u5206\u8fa8\u7387\u4e0b\u4e00\u81f4\u2014\u2014\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u5728\u4f4e\u5206\u8fa8\u7387\u4e0b\u9ad8\u6548\u5730\u505a\u4f4e\u5149\u4fee\u590d\u3002<\/li>\n<li>\u53bb\u6a21\u7cca\u95ee\u9898\u672c\u8d28\u4e0a\u662f\u5c40\u90e8\u7684&#xff1a;\u8fd0\u52a8\u6a21\u7cca\u662f\u7a7a\u95f4\u57df\u7684\u975e\u5747\u5300\u9000\u5316&#xff0c;\u9700\u8981\u5927\u611f\u53d7\u91ce\u7684\u7a7a\u95f4\u6ce8\u610f\u529b\u624d\u80fd\u6355\u6349\u957f\u7a0b\u6a21\u7cca\u6838\u3002<\/li>\n<\/ul>\n<p>\u4e8e\u662f&#xff0c;DarkIR \u8bbe\u8ba1\u4e86\u4e00\u4e2a\u975e\u5bf9\u79f0\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7f51\u7edc&#xff1a;\u7f16\u7801\u5668\u5728\u9891\u57df\u505a\u4f4e\u5149\u589e\u5f3a&#xff0c;\u89e3\u7801\u5668\u5728\u7a7a\u95f4\u57df\u505a\u53bb\u6a21\u7cca\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"795\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070221-6a7c1a7d2e677.png\" width=\"1608\" \/><\/p>\n<p>\u3010\u8bba\u6587 Figure 2 \u2014 DarkIR \u5b8c\u6574\u7f51\u7edc\u67b6\u6784\u56fe&#xff0c;\u5305\u542b EBlock\u3001DBlock \u548c\u6574\u4f53 encoder-decoder \u6d41\u7a0b\u3011<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u7f51\u7edc\u8bbe\u8ba1\u8be6\u89e3<\/h3>\n<p>DarkIR \u6574\u4f53\u9075\u5faa Metaformer \u6846\u67b6&#xff0c;\u5c06\u6bcf\u4e2a block \u5206\u4e3a\u4e24\u4e2a\u90e8\u5206&#xff1a;\u5168\u5c40\u6ce8\u610f\u529b\u6a21\u5757&#xff08;token mixer&#xff09;&#043; \u524d\u9988\u7f51\u7edc&#xff08;FFN&#xff09;\u3002\u4f46\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u91c7\u7528\u4e86\u5b8c\u5168\u4e0d\u540c\u7684\u4e13\u7528\u8bbe\u8ba1\u3002<\/p>\n<h4>3.1 \u7f16\u7801\u5668\u5757&#xff08;EBlock&#xff09;\u2014\u2014\u9891\u57df\u4f4e\u5149\u589e\u5f3a<\/h4>\n<p>EBlock \u7531\u4e24\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210&#xff1a;<\/p>\n<p>SpAM&#xff08;\u7a7a\u95f4\u6ce8\u610f\u529b\u6a21\u5757&#xff09; \u7c7b\u4f3c NAFBlock&#xff0c;\u4f7f\u7528\u5012\u6b8b\u5dee\u7ed3\u6784 &#043; \u7b80\u5316\u901a\u9053\u6ce8\u610f\u529b&#xff08;SCA&#xff09;&#xff0c;\u901a\u8fc7\u95e8\u63a7\u673a\u5236&#xff08;\u800c\u975e\u6fc0\u6d3b\u51fd\u6570&#xff09;\u63d0\u53d6\u7a7a\u95f4\u4fe1\u606f\u3002<\/p>\n<p>FreMLP&#xff08;\u9891\u57df\u524d\u9988\u7f51\u7edc&#xff09; \u8fd9\u662f EBlock \u6700\u5173\u952e\u7684\u8bbe\u8ba1&#xff1a;<\/p>\n<li>\u5bf9\u7279\u5f81\u56fe\u505a\u5feb\u901f Fourier \u53d8\u6362&#xff08;FFT&#xff09;<\/li>\n<li>\u53ea\u64cd\u4f5c\u632f\u5e45&#xff0c;\u4e0d\u52a8\u76f8\u4f4d&#xff08;\u76f8\u4f4d\u5305\u542b\u7ed3\u6784\u4fe1\u606f&#xff0c;\u4e0d\u5e94\u5e72\u6270&#xff09;<\/li>\n<li>\u901a\u8fc7 1\u00d71 \u5377\u79ef &#043; LeakyReLU \u589e\u5f3a\u632f\u5e45<\/li>\n<li>\u505a\u9006 Fourier \u53d8\u6362&#xff08;IFFT&#xff09;\u56de\u5230\u7a7a\u95f4\u57df<\/li>\n<p>\u8fd9\u79cd\u505a\u6cd5\u8ba1\u7b97\u5f00\u9500\u6781\u4f4e&#xff0c;\u5374\u80fd\u7cbe\u51c6\u5730\u4fee\u6b63\u5168\u5c40\u5149\u7167\u3002\u7f16\u7801\u5668\u4f7f\u7528 stride \u5377\u79ef\u9010\u5c42\u4e0b\u91c7\u6837&#xff0c;\u5728\u66f4\u4f4e\u7684\u5206\u8fa8\u7387\u4e0a\u7528\u66f4\u5c11\u7684 MACs \u5b8c\u6210\u4f4e\u5149\u4fee\u590d\u3002<\/p>\n<p>\u67b6\u6784\u5f15\u5bfc\u635f\u5931&#xff1a;\u7f16\u7801\u5668\u6700\u7ec8\u8f93\u51fa\u4e00\u4e2a 8\u00d7 \u4e0b\u91c7\u6837\u7684\u4e2d\u95f4\u91cd\u5efa\u56fe\u50cf <img decoding=\"async\" alt=\"$\\\\hat{x}_{\\\\downarrow 8}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070221-6a7c1a7dcd3fb.png\" \/>&#xff0c;\u5e76\u7528\u989d\u5916\u635f\u5931\u76d1\u7763&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"$L_{lol} = |x_{\\\\downarrow 8} - \\\\hat{x}_{\\\\downarrow 8}|_1$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070221-6a7c1a7ddae6a.png\" \/><\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u786e\u4fdd\u7f16\u7801\u5668&#034;\u771f\u7684\u5728\u505a\u4f4e\u5149\u589e\u5f3a&#034;&#xff0c;\u800c\u4e0d\u662f\u628a\u4efb\u52a1\u90fd\u7529\u7ed9\u89e3\u7801\u5668\u3002<\/p>\n<h4>3.2 \u89e3\u7801\u5668\u5757&#xff08;DBlock&#xff09;\u2014\u2014\u5927\u611f\u53d7\u91ce\u7a7a\u95f4\u53bb\u6a21\u7cca<\/h4>\n<p>\u89e3\u7801\u5668\u7684\u8f93\u5165\u5df2\u7ecf\u662f\u5149\u7167\u4fee\u590d\u540e\u7684\u7f16\u7801\u7279\u5f81&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u4e00\u4ef6\u4e8b&#xff1a;\u6062\u590d\u6e05\u6670\u5ea6\u3002<\/p>\n<p>DBlock \u7684\u6838\u5fc3\u521b\u65b0\u662f Di-SpAM&#xff08;\u81a8\u80c0\u7a7a\u95f4\u6ce8\u610f\u529b\u6a21\u5757&#xff09;&#xff0c;\u7075\u611f\u6765\u81ea LKA&#xff08;\u5927\u6838\u6ce8\u610f\u529b&#xff09;&#xff0c;\u4f46\u505a\u4e86\u5173\u952e\u6539\u8fdb&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528 3 \u4e2a\u5e76\u884c\u7684\u81a8\u80c0\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef&#xff0c;\u81a8\u80c0\u7387\u5206\u522b\u4e3a 1\u30014\u30019<\/li>\n<li>\u4e09\u4e2a\u5206\u652f\u7684\u7279\u5f81\u9010\u5143\u7d20\u76f8\u4e58\u878d\u5408&#xff0c;\u4e4b\u540e\u7ecf\u7b80\u5316\u901a\u9053\u6ce8\u610f\u529b\u5904\u7406<\/li>\n<li>\u6700\u7ec8\u901a\u8fc7\u5e26\u95e8\u63a7\u7684 FFN \u8f93\u51fa<\/li>\n<\/ul>\n<p>\u4e09\u79cd\u4e0d\u540c\u81a8\u80c0\u7387\u7ec4\u5408\u5728\u4e00\u8d77&#xff0c;\u611f\u53d7\u91ce\u5927\u5e45\u6269\u5c55&#xff0c;\u80fd\u6355\u6349\u957f\u7a0b\u7684\u975e\u5747\u5300\u8fd0\u52a8\u6a21\u7cca&#xff0c;\u540c\u65f6\u53c2\u6570\u91cf\u8fdc\u5c11\u4e8e\u76f4\u63a5\u4f7f\u7528\u5927\u6838\u5377\u79ef\u3002<\/p>\n<p>\u6d88\u878d\u5bf9\u6bd4&#xff08;Table 7&#xff09;&#xff1a;Di-SpAM vs LKA&#xff0c;\u53c2\u6570\u51cf\u5c11 18%&#xff0c;\u8ba1\u7b97\u51cf\u5c11 21%&#xff0c;PSNR \u8fd8\u63d0\u5347 0.55 dB\u2014\u2014\u8fd9\u6b63\u662f\u4e13\u7528\u8bbe\u8ba1\u7684\u4ef7\u503c\u6240\u5728\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"419\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070221-6a7c1a7de7b61.png\" width=\"1188\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 7 \u2014 Di-SpAM vs LKA \u6d88\u878d\u5bf9\u6bd4\u3011<\/p>\n<h4>3.3 \u635f\u5931\u51fd\u6570\u8bbe\u8ba1<\/h4>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"$\\\\mathcal{L} = \\\\lambda_p \\\\cdot L_{l1} + \\\\lambda_{pe} \\\\cdot L_{percep} + \\\\lambda_{ed} \\\\cdot L_{edge} + L_{lol}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e4d7c4.png\" \/><\/p>\n<p>\u56db\u4e2a\u635f\u5931\u5404\u6709\u5206\u5de5&#xff1a;<\/p>\n<ul>\n<li><img decoding=\"async\" alt=\"$L_{l1}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e5f2ae.png\" \/>&#xff08;\u50cf\u7d20\u635f\u5931&#xff0c;<img decoding=\"async\" alt=\"$\\\\lambda_p=1$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e69f6a.png\" \/>&#xff09;&#xff1a;\u4fdd\u8bc1\u50cf\u7d20\u7ea7\u4fdd\u771f\u5ea6<\/li>\n<li><img decoding=\"async\" alt=\"$L_{percep}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e73244.png\" \/>&#xff08;LPIPS \u611f\u77e5\u635f\u5931&#xff0c;<img decoding=\"async\" alt=\"$\\\\lambda_{pe}=10^{-2}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e7c34d.png\" \/>&#xff09;&#xff1a;\u57fa\u4e8e VGG19 \u7279\u5f81&#xff0c;\u4fdd\u8bc1\u89c6\u89c9\u611f\u77e5\u8d28\u91cf<\/li>\n<li><img decoding=\"async\" alt=\"$L_{edge}$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e866a8.png\" \/>&#xff08;\u68af\u5ea6\u8fb9\u7f18\u635f\u5931&#xff0c;<img decoding=\"async\" alt=\"$\\\\lambda_{ed}=50$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e90a65.png\" \/>&#xff09;&#xff1a;<img decoding=\"async\" alt=\"$|\\\\nabla x - \\\\nabla \\\\hat{x}|_2^2$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070222-6a7c1a7e99a41.png\" \/>&#xff0c;\u4e13\u95e8\u76d1\u7763\u9ad8\u9891\u8fb9\u7f18\u7ec6\u8282\u7684\u6062\u590d<\/li>\n<li><img decoding=\"async\" alt=\"$L_{lol}$\" class=\"mathcode\" src=\"2026-08-12hvsuybskb2t.png\" \/>&#xff08;\u67b6\u6784\u5f15\u5bfc\u635f\u5931&#xff09;&#xff1a;\u76d1\u7763\u7f16\u7801\u5668\u4e2d\u95f4\u8f93\u51fa&#xff0c;\u786e\u4fdd\u4f4e\u5149\u589e\u5f3a\u4efb\u52a1\u7684\u6b63\u786e\u89e3\u8026<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"173\" src=\"2026-08-12whfxxwkifj4.png\" width=\"389\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table A&#xff08;\u8865\u5145\u6750\u6599&#xff09;\u2014 \u4e0d\u540c\u635f\u5931\u51fd\u6570\u7ec4\u5408\u7684\u6d88\u878d\u5b9e\u9a8c\u3011<\/p>\n<hr \/>\n<h3>\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h3>\n<h4>4.1 \u4e0e\u73b0\u6709\u65b9\u6cd5\u7684\u5168\u9762\u6bd4\u8f83&#xff08;LOLBlur \u6570\u636e\u96c6&#xff09;<\/h4>\n<p>LOLBlur \u662f\u4f4e\u5149\u53bb\u6a21\u7cca\u4efb\u52a1\u7684\u4e3b\u8981 benchmark&#xff0c;\u5305\u542b 10200 \u7ec4\u8bad\u7ec3\u5bf9\u548c 1800 \u7ec4\u6d4b\u8bd5\u5bf9&#xff0c;\u4f7f\u7528\u771f\u5b9e\u4f20\u611f\u5668\u566a\u58f0\u7248\u672c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"353\" src=\"2026-08-12hf2m1q5d30g.png\" width=\"1590\" \/><\/p>\n<p style=\"text-align:center\">\u3010\u8bba\u6587 Table 1 \u2014 LOLBlur \u4e0a\u7684\u5b8c\u6574\u91cf\u5316\u5bf9\u6bd4\u3011<\/p>\n<p>\u6838\u5fc3\u6570\u636e&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6cd5PSNR(dB)\u2191SSIM\u2191LPIPS\u2193\u53c2\u6570\u91cf(M)\u2193MACs(G)\u2193<\/tr>\n<tbody>\n<tr>\n<td>LEDNet<\/td>\n<td>25.74<\/td>\n<td>0.850<\/td>\n<td>0.224<\/td>\n<td>7.4<\/td>\n<td>38.65<\/td>\n<\/tr>\n<tr>\n<td>Restormer<\/td>\n<td>26.72<\/td>\n<td>0.902<\/td>\n<td>0.133<\/td>\n<td>26.13<\/td>\n<td>144.25<\/td>\n<\/tr>\n<tr>\n<td>DarkIR-m<\/td>\n<td>27.00<\/td>\n<td>0.883<\/td>\n<td>0.162<\/td>\n<td>3.31<\/td>\n<td>7.25<\/td>\n<\/tr>\n<tr>\n<td>DarkIR-l<\/td>\n<td>27.30<\/td>\n<td>0.898<\/td>\n<td>0.137<\/td>\n<td>12.96<\/td>\n<td>27.19<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>DarkIR-m \u4ee5\u6bd4 LEDNet \u5c11 55% \u7684\u53c2\u6570\u91cf\u3001\u5c11 81% \u7684\u8ba1\u7b97\u91cf&#xff0c;\u53d6\u5f97\u4e86\u6bd4 LEDNet \u9ad8 &#043;1.26 dB PSNR \u7684\u6548\u679c\u3002DarkIR-l \u7684 LPIPS \u751a\u81f3\u4e0e Restormer \u6301\u5e73&#xff08;0.137 vs 0.133&#xff09;&#xff0c;\u4f46\u53c2\u6570\u91cf\u53ea\u6709\u540e\u8005\u7684 50%&#xff0c;\u8ba1\u7b97\u91cf\u53ea\u6709\u540e\u8005\u7684 19%\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"353\" src=\"2026-08-12piyw4cfhwdh.png\" width=\"1596\" \/><\/p>\n<p>\u3010\u8bba\u6587 Figure 3 \u2014 LOLBlur \u6d4b\u8bd5\u96c6\u4e0a\u7684\u5b9a\u6027\u5bf9\u6bd4\u56fe\u3011<\/p>\n<h4>4.2 \u771f\u5b9e\u6570\u636e\u6cdb\u5316\u80fd\u529b&#xff08;Real-LOLBlur&#xff09;<\/h4>\n<p>Real-LOLBlur \u5305\u542b 482 \u5f20\u771f\u5b9e\u591c\u95f4\u6a21\u7cca\u7167\u7247&#xff0c;\u6ca1\u6709 ground truth&#xff0c;\u4f7f\u7528\u76f2\u8d28\u91cf\u8bc4\u4f30\u6307\u6807\u8bc4\u6d4b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"360\" src=\"2026-08-12d1ffdzefaus.png\" width=\"1836\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 5 \u2014 Real-LOLBlur \u4e0a\u7684\u611f\u77e5\u8d28\u91cf\u6307\u6807\u5bf9\u6bd4\u3011<\/p>\n<p>DarkIR \u5728 MUSIQ&#xff08;\u989c\u8272\u5bf9\u6bd4\u5ea6\u4e0e\u6e05\u6670\u5ea6&#xff09;\u6307\u6807\u4e0a\u8fbe\u5230 48.79&#xff0c;\u5168\u9762\u8d85\u8d8a LEDNet&#xff08;39.11&#xff09;\u548c RetinexFormer&#xff08;45.30&#xff09;&#xff0c;\u8bc1\u660e\u4e86\u6a21\u578b\u5bf9\u771f\u5b9e\u4e16\u754c\u573a\u666f\u7684\u5f3a\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"399\" src=\"2026-08-12kzrr1lbcdoj.png\" width=\"1581\" \/><\/p>\n<p>\u3010\u8bba\u6587 Figure 5 \u2014 Real-LOLBlur \u771f\u5b9e\u591c\u666f\u5b9a\u6027\u5bf9\u6bd4\u3011<\/p>\n<h4>4.3 \u7eaf\u4f4e\u5149\u589e\u5f3a\u4efb\u52a1&#xff08;LOLv2&#xff09;<\/h4>\n<p>\u5c06 DarkIR \u6269\u5c55\u4e3a\u591a\u4efb\u52a1\u7248\u672c&#xff08;DarkIR-mt&#xff0c;\u8054\u5408 LOLBlur &#043; LOLv2 &#043; LSRW \u8bad\u7ec3&#xff09;&#xff0c;\u5728\u7eaf\u4f4e\u5149\u589e\u5f3a benchmark \u4e0a\u540c\u6837\u53d6\u5f97 SOTA&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"804\" src=\"2026-08-12gygbcpwjwlx.png\" width=\"1470\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 3 \u2014 LOLv2-Real \u548c LOLv2-Synthetic \u4e0a\u7684\u7ed3\u679c\u5bf9\u6bd4\u3011<\/p>\n<p>DarkIR-mt \u5728 LOLv2-Real \u4e0a\u53d6\u5f97 23.87 dB&#xff0c;\u8d85\u8fc7 RetinexFormer&#xff08;22.80 dB&#xff09;&#xff0c;\u540c\u65f6\u53ea\u9700 7.25 GMACs \u7684\u8ba1\u7b97\u91cf&#xff08;RetinexFormer \u4e3a 15.57 GMACs&#xff09;\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"636\" src=\"2026-08-12400ycgwyckr.png\" width=\"1545\" \/><\/p>\n<p>\u3010\u8bba\u6587 Figure 7 \u2014 LOLv2-Real \u4e0a\u4e0e RetinexFormer \u7684\u5b9a\u6027\u5bf9\u6bd4\u3011<\/p>\n<h4>4.4 \u6d88\u878d\u5b9e\u9a8c&#xff1a;\u6bcf\u4e2a\u8bbe\u8ba1\u7684\u8d21\u732e<\/h4>\n<p>Block \u7ec4\u5408\u7684\u5f71\u54cd&#xff08;Table 6&#xff09;&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"711\" src=\"2026-08-120w4gxmwq54m.png\" width=\"1473\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 6 \u2014 \u4e0d\u540c block \u7ec4\u5408\u7684\u6d88\u878d\u5b9e\u9a8c\u3011<\/p>\n<ul>\n<li>\u53ea\u7528 NAFBlock&#xff1a;26.24 dB<\/li>\n<li>\u53ea\u7528 EBlock&#xff1a;26.17 dB&#xff08;\u9891\u57df\u64c5\u957f\u589e\u5149\u4f46\u611f\u53d7\u91ce\u4e0d\u8db3&#xff09;<\/li>\n<li>\u53ea\u7528 DBlock&#xff1a;26.68 dB&#xff08;\u7a7a\u95f4\u80fd\u529b\u5f3a\u4f46\u7f3a\u5c11\u9891\u57df\u5f15\u5bfc&#xff09;<\/li>\n<li>EBlock &#043; DBlock&#xff08;DarkIR-m&#xff09;&#xff1a;27.00 dB \u2713<\/li>\n<\/ul>\n<p>\u4e24\u79cd\u4e13\u7528 block \u5404\u53d6\u6240\u957f&#xff0c;\u7ec4\u5408\u540e\u624d\u80fd\u53d1\u6325\u6700\u5927\u6548\u679c\u3002<\/p>\n<p>\u6a21\u578b\u89c4\u6a21\u7684\u53ef\u6269\u5c55\u6027&#xff08;Table 8&#xff09;&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"166\" src=\"2026-08-120tc3tall1n2.png\" width=\"387\" \/><\/p>\n<p>\u3010\u8bba\u6587 Table 8 \u2014 \u4e0d\u540c channel embedding \u7ef4\u5ea6\u7684\u6269\u5c55\u5b9e\u9a8c\u3011<\/p>\n<p>\u4e09\u4e2a\u7248\u672c\u8986\u76d6\u4e86\u4ece\u8fb9\u7f18\u8bbe\u5907\u5230\u670d\u52a1\u5668\u7aef\u7684\u4e0d\u540c\u90e8\u7f72\u9700\u6c42&#xff0c;\u4e14\u968f\u53c2\u6570\u91cf\u589e\u52a0\u6027\u80fd\u6301\u7eed\u63d0\u5347&#xff0c;\u8bf4\u660e\u67b6\u6784\u8bbe\u8ba1\u5177\u6709\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u5c40\u9650\u6027\u4e0e\u672a\u6765\u65b9\u5411<\/h3>\n<p>\u8bba\u6587\u4f5c\u8005\u8bda\u5b9e\u5730\u6307\u51fa\u4e86\u4e00\u4e2a\u73b0\u5b9e\u95ee\u9898&#xff1a;DarkIR \u5927\u91cf\u4f7f\u7528\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef&#xff08;depth-wise convolution&#xff09;\u6765\u964d\u4f4e\u53c2\u6570\u91cf\u548c MACs&#xff0c;\u4f46\u8fd9\u7c7b\u64cd\u4f5c\u5728\u8bb8\u591a GPU \u67b6\u6784\u4e0a\u7f3a\u4e4f\u7b97\u672f\u5f3a\u5ea6&#xff0c;\u5b9e\u9645\u63a8\u7406\u901f\u5ea6\u7684\u63d0\u5347\u5e76\u4e0d\u4e0e MACs \u7684\u51cf\u5c11\u6210\u6b63\u6bd4\u3002\u6362\u8a00\u4e4b&#xff0c;\u7406\u8bba\u8ba1\u7b97\u91cf\u51cf\u5c11\u4e86 4 \u500d&#xff0c;\u5b9e\u9645\u8fd0\u884c\u901f\u5ea6\u672a\u5fc5\u6709\u540c\u7b49\u52a0\u901f\u3002<\/p>\n<p>\u672a\u6765\u5de5\u4f5c\u65b9\u5411&#xff1a;\u5728\u4fdd\u6301\u4f4e\u8ba1\u7b97\u91cf\u7684\u540c\u65f6&#xff0c;\u63a2\u7d22\u5bf9\u786c\u4ef6\u66f4\u53cb\u597d\u7684\u7b97\u5b50\u8bbe\u8ba1&#xff0c;\u5b9e\u73b0\u66f4\u5927\u5e45\u5ea6\u7684\u5b9e\u9645\u63a8\u7406\u52a0\u901f\u2014\u2014\u8fd9\u5bf9\u771f\u6b63\u843d\u5730\u5230\u624b\u673a\u7aef\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u603b\u7ed3<\/h3>\n<p>DarkIR \u7684\u8d21\u732e\u53ef\u4ee5\u7528\u4e09\u4e2a\u8bcd\u6982\u62ec&#xff1a;\u5206\u5de5\u3001\u9ad8\u6548\u3001\u5f3a\u6cdb\u5316\u3002<\/p>\n<ul>\n<li>\u5206\u5de5&#xff1a;\u7f16\u7801\u5668\u505a\u9891\u57df\u4f4e\u5149\u589e\u5f3a&#xff0c;\u89e3\u7801\u5668\u505a\u7a7a\u95f4\u57df\u53bb\u6a21\u7cca&#xff0c;\u4e13\u7528\u8bbe\u8ba1\u8fdc\u80dc\u901a\u7528\u6a21\u5757\u3002<\/li>\n<li>\u9ad8\u6548&#xff1a;DarkIR-m \u4ee5 3.31M \u53c2\u6570\u30017.25 GMACs&#xff0c;\u51fb\u8d25\u53c2\u6570\u91cf\u662f\u5176 2 \u500d\u4ee5\u4e0a\u7684\u6240\u6709\u7ade\u54c1\u3002<\/li>\n<li>\u5f3a\u6cdb\u5316&#xff1a;\u4ece\u5408\u6210\u6570\u636e\u96c6\u5230\u771f\u5b9e\u591c\u666f&#xff0c;\u4ece\u4f4e\u5149\u589e\u5f3a\u5230\u8054\u5408\u53bb\u6a21\u7cca&#xff0c;\u5747\u53d6\u5f97 SOTA \u6216\u63a5\u8fd1 SOTA \u7684\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u8ba1\u7b97\u6444\u5f71\u9886\u57df\u800c\u8a00&#xff0c;DarkIR \u63d0\u4f9b\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u8303\u5f0f&#xff1a;\u7406\u89e3\u4efb\u52a1\u7684\u7269\u7406\u672c\u8d28&#xff0c;\u8ba9\u7f51\u7edc\u7684\u4e0d\u540c\u90e8\u5206\u5404\u53f8\u5176\u804c&#xff0c;\u5f80\u5f80\u6bd4\u5806\u53e0\u66f4\u591a\u7684\u901a\u7528\u6ce8\u610f\u529b\u673a\u5236\u66f4\u52a0\u6709\u6548\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u9898\u76ee&#xff1a;DarkIR: Robust Low-Light Image Restoration&#xff08;DarkIR&#xff1a;\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d&#xff09;\u4f1a\u8bae&#xff1a;CVPR2025\u6458\u8981&#xff1a;\u591c\u95f4\u6216\u9ed1\u6697\u6761\u4ef6\u4e0b\u7684\u6444\u5f71\u901a\u5e38\u4f1a\u53d7\u5230\u566a\u97f3\u3001\u5149\u7ebf\u4e0d\u8db3\u548c\u6a21\u7cca\u95ee\u9898\u7684\u56f0\u6270&#xff0c;\u8fd9\u662f\u56e0\u4e3a\u73af\u5883\u660f\u6697\u548c\u5e38\u89c1\u7684\u957f\u65f6\u95f4\u66dd\u5149\u3002\u867d\u7136\u53bb\u6a21\u7cca\u548c\u5fae\u5149\u56fe\u50cf\u589e\u5f3a(LLie)\u5728\u8fd9\u4e9b\u6761\u4ef6\u4e0b\u662f\u76f8\u5173\u7684&#xff0c;\u4f46\u5927\u591a\u6570\u56fe\u50cf\u6062\u590d\u65b9\u6cd5\u90fd\u662f\u5355\u72ec\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u7684\u3002\u672c\u6587\u63d0<\/p>\n","protected":false},"author":2,"featured_media":93353,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10688,50,3829,523],"topic":[],"class_list":["post-93373","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-10688","tag-50","tag-3829","tag-523"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/93373.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u8bba\u6587\u9898\u76ee&#xff1a;DarkIR: Robust Low-Light Image Restoration&#xff08;DarkIR&#xff1a;\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d&#xff09;\u4f1a\u8bae&#xff1a;CVPR2025\u6458\u8981&#xff1a;\u591c\u95f4\u6216\u9ed1\u6697\u6761\u4ef6\u4e0b\u7684\u6444\u5f71\u901a\u5e38\u4f1a\u53d7\u5230\u566a\u97f3\u3001\u5149\u7ebf\u4e0d\u8db3\u548c\u6a21\u7cca\u95ee\u9898\u7684\u56f0\u6270&#xff0c;\u8fd9\u662f\u56e0\u4e3a\u73af\u5883\u660f\u6697\u548c\u5e38\u89c1\u7684\u957f\u65f6\u95f4\u66dd\u5149\u3002\u867d\u7136\u53bb\u6a21\u7cca\u548c\u5fae\u5149\u56fe\u50cf\u589e\u5f3a(LLie)\u5728\u8fd9\u4e9b\u6761\u4ef6\u4e0b\u662f\u76f8\u5173\u7684&#xff0c;\u4f46\u5927\u591a\u6570\u56fe\u50cf\u6062\u590d\u65b9\u6cd5\u90fd\u662f\u5355\u72ec\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u7684\u3002\u672c\u6587\u63d0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/93373.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-12T07:02:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b2d791.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93373.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/93373.html\",\"name\":\"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-12T07:02:23+00:00\",\"dateModified\":\"2026-08-12T07:02:23+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/93373.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/93373.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93373.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/93373.html","og_locale":"zh_CN","og_type":"article","og_title":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u8bba\u6587\u9898\u76ee&#xff1a;DarkIR: Robust Low-Light Image Restoration&#xff08;DarkIR&#xff1a;\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d&#xff09;\u4f1a\u8bae&#xff1a;CVPR2025\u6458\u8981&#xff1a;\u591c\u95f4\u6216\u9ed1\u6697\u6761\u4ef6\u4e0b\u7684\u6444\u5f71\u901a\u5e38\u4f1a\u53d7\u5230\u566a\u97f3\u3001\u5149\u7ebf\u4e0d\u8db3\u548c\u6a21\u7cca\u95ee\u9898\u7684\u56f0\u6270&#xff0c;\u8fd9\u662f\u56e0\u4e3a\u73af\u5883\u660f\u6697\u548c\u5e38\u89c1\u7684\u957f\u65f6\u95f4\u66dd\u5149\u3002\u867d\u7136\u53bb\u6a21\u7cca\u548c\u5fae\u5149\u56fe\u50cf\u589e\u5f3a(LLie)\u5728\u8fd9\u4e9b\u6761\u4ef6\u4e0b\u662f\u76f8\u5173\u7684&#xff0c;\u4f46\u5927\u591a\u6570\u56fe\u50cf\u6062\u590d\u65b9\u6cd5\u90fd\u662f\u5355\u72ec\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u7684\u3002\u672c\u6587\u63d0","og_url":"https:\/\/www.wsisp.com\/helps\/93373.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-12T07:02:23+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260812070219-6a7c1a7b2d791.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/93373.html","url":"https:\/\/www.wsisp.com\/helps\/93373.html","name":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-12T07:02:23+00:00","dateModified":"2026-08-12T07:02:23+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/93373.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/93373.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/93373.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DarkIR\uff1a\u7a33\u5065\u7684\u5fae\u5149\u56fe\u50cf\u6062\u590d"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93373","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=93373"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93373\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/93353"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=93373"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=93373"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=93373"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=93373"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}