Edge-aware Plug-and-play Scheme for Semantic Segmentation

no code implementations • 18 Mar 2023 • Jianye Yi, Xiaopin Zhong, Weixiang Liu, Wenxuan Zhu, Zongze Wu, Yuanlong Deng

Therefore, we propose an abstract and universal edge supervision method called Edge-aware Plug-and-play Scheme (EPS), which can be easily and quickly applied to any semantic segmentation models.

Segmentation Semantic Segmentation

Causal Deep Reinforcement Learning Using Observational Data

no code implementations • 28 Nov 2022 • Wenxuan Zhu, Chao Yu, Qiang Zhang

Offline reinforcement learning promises to alleviate this issue by exploiting the vast amount of observational data available in the real world.

Autonomous Driving Causal Inference +3

Learning Shaping Strategies in Human-in-the-loop Interactive Reinforcement Learning

no code implementations • 10 Nov 2018 • Chao Yu, Tianpei Yang, Wenxuan Zhu, Dongxu Wang, Guangliang Li

Providing reinforcement learning agents with informationally rich human knowledge can dramatically improve various aspects of learning.

reinforcement-learning Reinforcement Learning (RL)