no code implementations • 17 Dec 2021 • Dingwen Zhang, Wenyuan Zeng, Guangyu Guo, Chaowei Fang, Lechao Cheng, Ming-Ming Cheng, Junwei Han
Current weakly supervised semantic segmentation (WSSS) frameworks usually contain the separated mask-refinement model and the main semantic region mining model.
Knowledge Distillation Weakly supervised Semantic Segmentation +1
no code implementations • 17 Dec 2021 • Guangyu Guo, Longfei Han, Junwei Han, Dingwen Zhang
To this end, we make a pioneering effort to distill helpful knowledge from a heavy network model learned from high-resolution (HR) images to a compact network model that will handle LR images, thus advancing the current knowledge distillation technique with the novel pixel distillation.
1 code implementation • CVPR 2021 • Guangyu Guo, Junwei Han, Fang Wan, Dingwen Zhang
Weakly supervised object localization (WSOL) aims at learning to localize objects of interest by only using the image-level labels as the supervision.
no code implementations • CVPR 2018 • Dingwen Zhang, Guangyu Guo, Dong Huang, Junwei Han
This "noisy" motion representation makes it very challenging for pose estimation and action recognition in real scenarios.