most citedPRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks

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cs.CV2025

SIS-Challenge: Event-based Spatio-temporal Instance Segmentation Challenge at the CVPR 2025 Event-based Vision Workshop

Friedhelm Hamann, Emil Mededovic, Fabian Gülhan +21

We present an overview of the Spatio-temporal Instance Segmentation (SIS) challenge held in conjunction with the CVPR 2025 Event-based Vision Workshop. The task is to predict accur…

cs.CV20251 cited

Event-Based Eye Tracking. 2025 Event-based Vision Workshop

Qinyu Chen, Chang Gao, Min Liu +29

This survey serves as a review for the 2025 Event-Based Eye Tracking Challenge organized as part of the 2025 CVPR event-based vision workshop. This challenge focuses on the task of…

cs.CV2025

Exploring Temporal Dynamics in Event-based Eye Tracker

Hongwei Ren, Xiaopeng Lin, Hongxiang Huang +2

Eye-tracking is a vital technology for human-computer interaction, especially in wearable devices such as AR, VR, and XR. The realization of high-speed and high-precision eye-track…

cs.CV2025

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring

Xiaopeng Lin, Yulong Huang, Hongwei Ren +4

Motion deblurring addresses the challenge of image blur caused by camera or scene movement. Event cameras provide motion information that is encoded in the asynchronous event strea…

cs.CV2024

Event-based Motion Deblurring via Multi-Temporal Granularity Fusion

Xiaopeng Lin, Hongwei Ren, Yulong Huang +5

Conventional frame-based cameras inevitably produce blurry effects due to motion occurring during the exposure time. Event camera, a bio-inspired sensor offering continuous visual…