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most citedHierarchical Information Flow for Generalized Efficient Image Restoration

1 citations · 2 across the 21 of their papers we have counts for

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cs.CV2025

HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term Tracking

Ruixiang Chen, Guolei Sun, Yawei Li +2

This paper presents enhancements to the SAM2 framework for video object tracking task, addressing challenges such as occlusions, background clutter, and target reappearance. We int…

cs.CV2025

WaveFormer: A Lightweight Transformer Model for sEMG-based Gesture Recognition

Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa +3

Human-machine interaction, particularly in prosthetic and robotic control, has seen progress with gesture recognition via surface electromyographic (sEMG) signals.However, classify…

cs.CV2025

Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration

Yawei Li, Bin Ren, Jingyun Liang +5

While vision transformers achieve significant breakthroughs in various image restoration (IR) tasks, it is still challenging to efficiently scale them across multiple types of degr…

cs.CV2025

FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning

Hang Guo, Yawei Li, Taolin Zhang +4

Visual Autoregressive (VAR) modeling has gained popularity for its shift towards next-scale prediction. However, existing VAR paradigms process the entire token map at each scale s…

cs.CV2025

Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration

Yujie Chen, Haotong Qin, Zhang Zhang +3

State-Space Models (SSMs) have attracted considerable attention in Image Restoration (IR) due to their ability to scale linearly sequence length while effectively capturing long-di…

cs.CV2025

CamSAM2: Segment Anything Accurately in Camouflaged Videos

Yuli Zhou, Yawei Li, Yuqian Fu +3

Video camouflaged object segmentation (VCOS), aiming at segmenting camouflaged objects that seamlessly blend into their environment, is a fundamental vision task with various real-…