no code implementations • 7 Jul 2021 • Hanbin Dai, Hailin Shi, Wu Liu, Linfang Wang, Yinglu Liu, Tao Mei
By the experimental analysis, we find that the HR representation leads to a sharp increase of computational cost, while the accuracy improvement remains marginal compared with the low-resolution (LR) representation.
no code implementations • 13 Mar 2020 • Hanbin Dai, Liangbo Zhou, Feng Zhang, Zhengyu Zhang, Hong Hu, Xiatian Zhu, Mao Ye
Taking them together, we formulate a novel Distribution-Aware coordinate Representation for Keypoint (DARK) method.
6 code implementations • CVPR 2020 • Feng Zhang, Xiatian Zhu, Hanbin Dai, Mao Ye, Ce Zhu
Interestingly, we found that the process of decoding the predicted heatmaps into the final joint coordinates in the original image space is surprisingly significant for human pose estimation performance, which nevertheless was not recognised before.
Ranked #2 on Multi-Person Pose Estimation on MS COCO (using extra training data)