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20242026
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cs.CV2026

Dynamic Pondering Sparsity-aware Mixture-of-Experts Transformer for Event Stream based Visual Object Tracking

Shiao Wang, Xiao Wang, Duoqing Yang +5

Despite significant progress, RGB-based trackers remain vulnerable to challenging imaging conditions, such as low illumination and fast motion. Event cameras offer a promising alte…

cs.CV2025

Revealing Latent Information: A Physics-inspired Self-supervised Pre-training Framework for Noisy and Sparse Events

Lin Zhu, Ruonan Liu, Xiao Wang +2

Event camera, a novel neuromorphic vision sensor, records data with high temporal resolution and wide dynamic range, offering new possibilities for accurate visual representation i…

cs.CV2024

Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset

Xiao Wang, Yu Jin, Wentao Wu +4

Object detection in event streams has emerged as a cutting-edge research area, demonstrating superior performance in low-light conditions, scenarios with motion blur, and rapid mov…

cs.CV2024

Temporal Residual Guided Diffusion Framework for Event-Driven Video Reconstruction

Lin Zhu, Yunlong Zheng, Yijun Zhang +3

Event-based video reconstruction has garnered increasing attention due to its advantages, such as high dynamic range and rapid motion capture capabilities. However, current methods…

cs.CV2024

EMatch: A Unified Framework for Event-based Optical Flow and Stereo Matching

Pengjie Zhang, Lin Zhu, Xiao Wang +3

Event cameras have shown promise in vision applications like optical flow estimation and stereo matching, with many specialized architectures leveraging the asynchronous and sparse…

cs.CV2024

Finding Visual Saliency in Continuous Spike Stream

Lin Zhu, Xianzhang Chen, Xiao Wang +1

As a bio-inspired vision sensor, the spike camera emulates the operational principles of the fovea, a compact retinal region, by employing spike discharges to encode the accumulati…