activity
20232026
most citedState Space Model for New-Generation Network Alternative to Transformers: A Survey

19 citations · 26 across the 12 of their papers we have counts for

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Showing 2024Show all

7 papers · 1 filter

cs.CV2024

VELoRA: A Low-Rank Adaptation Approach for Efficient RGB-Event based Recognition

Lan Chen, Haoxiang Yang, Pengpeng Shao +5

Pattern recognition leveraging both RGB and Event cameras can significantly enhance performance by deploying deep neural networks that utilize a fine-tuning strategy. Inspired by t…

cs.CV2024

Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition

Lan Chen, Dong Li, Xiao Wang +5

Existing event stream-based pattern recognition models usually represent the event stream as the point cloud, voxel, image, etc., and design various deep neural networks to learn t…

cs.CV2024

Mamba-FETrack: Frame-Event Tracking via State Space Model

Ju Huang, Shiao Wang, Shuai Wang +3

RGB-Event based tracking is an emerging research topic, focusing on how to effectively integrate heterogeneous multi-modal data (synchronized exposure video frames and asynchronous…

cs.LG2024★ 19 cited

State Space Model for New-Generation Network Alternative to Transformers: A Survey

Xiao Wang, Shiao Wang, Yuhe Ding +13

In the post-deep learning era, the Transformer architecture has demonstrated its powerful performance across pre-trained big models and various downstream tasks. However, the enorm…

cs.CV2024★ 2 cited

Long-Term Visual Object Tracking with Event Cameras: An Associative Memory Augmented Tracker and A Benchmark Dataset

Xiao Wang, Xufeng Lou, Shiao Wang +3

Existing event stream based trackers undergo evaluation on short-term tracking datasets, however, the tracking of real-world scenarios involves long-term tracking, and the performa…

cs.CV2024★ 2 cited

CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event Cameras

Yabin Zhu, Xiao Wang, Chenglong Li +5

Existing datasets for RGB-DVS tracking are collected with DVS346 camera and their resolution () is low for practical applications. Actually, only visible cameras ar…

cs.CV2024

Uncertainty-aware Bridge based Mobile-Former Network for Event-based Pattern Recognition

Haoxiang Yang, Chengguo Yuan, Yabin Zhu +3

The mainstream human activity recognition (HAR) algorithms are developed based on RGB cameras, which are easily influenced by low-quality images (e.g., low illumination, motion blu…