GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images

no code implementations • 13 May 2024 • Xinying Wang, Zhixiong Huang, Sifan Zhang, Jiawen Zhu, Lin Feng

Mainstream approaches to spectral reconstruction (SR) primarily focus on designing Convolution- and Transformer-based architectures.

Underwater Variable Zoom: Depth-Guided Perception Network for Underwater Image Enhancement

1 code implementation • 27 Apr 2024 • Zhixiong Huang, Xinying Wang, Jinjiang Li, Shenglan Liu, Lin Feng

In this work, we investigate injecting the depth prior into the deep UIE model for more precise scene enhancement capability.

Depth Estimation UIE

Policy Representation via Diffusion Probability Model for Reinforcement Learning

1 code implementation • 22 May 2023 • Long Yang, Zhixiong Huang, Fenghao Lei, Yucun Zhong, Yiming Yang, Cong Fang, Shiting Wen, Binbin Zhou, Zhouchen Lin

Popular reinforcement learning (RL) algorithms tend to produce a unimodal policy distribution, which weakens the expressiveness of complicated policy and decays the ability of exploration.

Continuous Control reinforcement-learning +1