3 papers
cs.CV2026
DPMambaIR: All-in-One Image Restoration via Degradation-Aware Prompt State Space Model
Zhanwen Liu, Sai Zhou, Yuchao Dai +3
All-in-One image restoration aims to address multiple image degradation problems using a single model, offering a more practical and versatile solution compared to designing dedica…
cs.CV2025
Bidirectional Image-Event Guided Fusion Framework for Low-Light Image Enhancement
Zhanwen Liu, Huanna Song, Yang Wang +3
Under extreme low-light conditions, frame-based cameras suffer from severe detail loss due to limited dynamic range. Recent studies have introduced event cameras for event-guided l…
cs.CV2025
SMamba: Sparse Mamba for Event-based Object Detection
Nan Yang, Yang Wang, Zhanwen Liu +3
Transformer-based methods have achieved remarkable performance in event-based object detection, owing to the global modeling ability. However, they neglect the influence of non-eve…