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• W2940262938 abstract "High-resolution representation learning plays an essential role in many vision problems, e.g., pose estimation and semantic segmentation. The high-resolution network (HRNet)~cite{SunXLW19}, recently developed for human pose estimation, maintains high-resolution representations through the whole process by connecting high-to-low resolution convolutions in emph{parallel} and produces strong high-resolution representations by repeatedly conducting fusions across parallel convolutions. In this paper, we conduct a further study on high-resolution representations by introducing a simple yet effective modification and apply it to a wide range of vision tasks. We augment the high-resolution representation by aggregating the (upsampled) representations from all the parallel convolutions rather than only the representation from the high-resolution convolution as done in~cite{SunXLW19}. This simple modification leads to stronger representations, evidenced by superior results. We show top results in semantic segmentation on Cityscapes, LIP, and PASCAL Context, and facial landmark detection on AFLW, COFW, $300$W, and WFLW. In addition, we build a multi-level representation from the high-resolution representation and apply it to the Faster R-CNN object detection framework and the extended frameworks. The proposed approach achieves superior results to existing single-model networks on COCO object detection. The code and models have been publicly available at url{this https URL}." @default.
• W2940262938 created "2019-04-25" @default.
• W2940262938 creator A5009674988 @default.
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• W2940262938 creator A5075880303 @default.
• W2940262938 creator A5076092831 @default.
• W2940262938 creator A5081369301 @default.
• W2940262938 date "2019-04-09" @default.
• W2940262938 modified "2023-10-01" @default.
• W2940262938 title "High-Resolution Representations for Labeling Pixels and Regions" @default.
• W2940262938 cites W1495267108 @default.
• W2940262938 cites W1745334888 @default.
• W2940262938 cites W1796263212 @default.
• W2940262938 cites W1896424170 @default.
• W2940262938 cites W1901129140 @default.
• W2940262938 cites W1903029394 @default.
• W2940262938 cites W1960706641 @default.
• W2940262938 cites W1963599662 @default.
• W2940262938 cites W1976948919 @default.
• W2940262938 cites W1998294030 @default.
• W2940262938 cites W2005264304 @default.
• W2940262938 cites W2015229219 @default.
• W2940262938 cites W2047508432 @default.
• W2940262938 cites W2058961190 @default.
• W2940262938 cites W2087681821 @default.
• W2940262938 cites W2090530238 @default.
• W2940262938 cites W2098597588 @default.
• W2940262938 cites W2111372597 @default.
• W2940262938 cites W2117539524 @default.
• W2940262938 cites W2124750300 @default.
• W2940262938 cites W2125215748 @default.
• W2940262938 cites W2129210471 @default.
• W2940262938 cites W2138406903 @default.
• W2940262938 cites W2157285372 @default.
• W2940262938 cites W2166694921 @default.
• W2940262938 cites W2194775991 @default.
• W2940262938 cites W2219124274 @default.
• W2940262938 cites W2283863529 @default.
• W2940262938 cites W2295744361 @default.
• W2940262938 cites W2307770531 @default.
• W2940262938 cites W2340897893 @default.
• W2940262938 cites W2395611524 @default.
• W2940262938 cites W2412782625 @default.
• W2940262938 cites W2462523589 @default.
• W2940262938 cites W2474575620 @default.
• W2940262938 cites W2508741746 @default.
• W2940262938 cites W2518965973 @default.
• W2940262938 cites W2519753233 @default.
• W2940262938 cites W2554268477 @default.
• W2940262938 cites W2557406251 @default.
• W2940262938 cites W2558580397 @default.
• W2940262938 cites W2560023338 @default.
• W2940262938 cites W2565639579 @default.
• W2940262938 cites W2592939477 @default.
• W2940262938 cites W2598666589 @default.
• W2940262938 cites W2606492274 @default.
• W2940262938 cites W2607333215 @default.
• W2940262938 cites W2619538244 @default.
• W2940262938 cites W2623892189 @default.
• W2940262938 cites W2630837129 @default.
• W2940262938 cites W2736671157 @default.
• W2940262938 cites W2736728583 @default.
• W2940262938 cites W2737682710 @default.
• W2940262938 cites W2738804062 @default.
• W2940262938 cites W2740020909 @default.
• W2940262938 cites W2750495228 @default.
• W2940262938 cites W2753588254 @default.
• W2940262938 cites W2768489488 @default.
• W2940262938 cites W2770121394 @default.
• W2940262938 cites W2778955544 @default.
• W2940262938 cites W2789006728 @default.
• W2940262938 cites W2798441115 @default.
• W2940262938 cites W2798730128 @default.
• W2940262938 cites W2798791840 @default.
• W2940262938 cites W2798898313 @default.
• W2940262938 cites W2799166040 @default.
• W2940262938 cites W2883779225 @default.
• W2940262938 cites W2884436604 @default.
• W2940262938 cites W2884822772 @default.
• W2940262938 cites W2886335102 @default.
• W2940262938 cites W2886934227 @default.
• W2940262938 cites W2887748972 @default.
• W2940262938 cites W2888340395 @default.
• W2940262938 cites W2888728082 @default.
• W2940262938 cites W2890319229 @default.
• W2940262938 cites W2892703603 @default.
• W2940262938 cites W2894651257 @default.
• W2940262938 cites W2894878591 @default.
• W2940262938 cites W2894913190 @default.
• W2940262938 cites W2895340641 @default.
• W2940262938 cites W2895403383 @default.
• W2940262938 cites W2897558462 @default.
• W2940262938 cites W2901394229 @default.
• W2940262938 cites W2916798096 @default.
• W2940262938 cites W2949658958 @default.

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