4 papers
A Theory-grounded Hybrid Neural Network Integrating Complementary Estimation Mechanisms for Stable Visual Object TrackingA
Yancheng Zhou, Hanle Zheng, Lei Deng +1
Hybrid neural networks (HNNs) that integrate artificial neural networks (ANNs) with brain-inspired neural networks have achieved broad success across perception and control tasks.…
ISTASTrack: Bridging ANN and SNN via ISTA Adapter for RGB-Event Tracking
Siying Liu, Zikai Wang, Hanle Zheng +6
RGB-Event tracking has become a promising trend in visual object tracking to leverage the complementary strengths of both RGB images and dynamic spike events for improved performan…
EventDiff: A Unified and Efficient Diffusion Model Framework for Event-based Video Frame Interpolation
Hanle Zheng, Xujie Han, Zegang Peng +7
Video Frame Interpolation (VFI) is a fundamental yet challenging task in computer vision, particularly under conditions involving large motion, occlusion, and lighting variation. R…
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks
Huifeng Yin, Hanle Zheng, Jiayi Mao +6
Spiking neural networks (SNNs), inspired by the neural circuits of the brain, are promising in achieving high computational efficiency with biological fidelity. Nevertheless, it is…