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20162026
most citedLocalViT: Analyzing Locality in Vision Transformers

285 citations · 838 across the 56 of their papers we have counts for

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Showing 2025 · cs.CVShow all

9 papers · 2 filters

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

Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization

Bin Ren, Yawei Li, Xu Zheng +6

Degradation-agnostic image restoration aims to handle diverse corruptions with one unified model, but faces fundamental challenges in balancing efficiency and performance across di…

cs.CV2025

The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report

Bin Ren, Hang Guo, Lei Sun +143

This paper presents a comprehensive review of the NTIRE 2025 Challenge on Single-Image Efficient Super-Resolution (ESR). The challenge aimed to advance the development of deep mode…

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★ 2 cited

MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures

Lucas Morin, Valéry Weber, Ahmed Nassar +4

The automated analysis of chemical literature holds promise to accelerate discovery in fields such as material science and drug development. In particular, search capabilities for…

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-…

cs.CV2025

Tera-MIND: Tera-scale mouse brain simulation via spatial mRNA-guided diffusion

Jiqing Wu, Ingrid Berg, Yawei Li +2

Holistic 3D modeling of molecularly defined brain structures is crucial for understanding complex brain functions. Using emerging tissue profiling technologies, researchers charted…