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Xijie Xiang

3 accepted papers

2026

Event Structural Valley: A Unified Theoretical and Practical Framework for Event Camera Autofocus

CVPR 2026

Autofocus in dynamic environments remains challenging for conventional frame-based sensors, which often fail under fast motion, low light, or high dynamic range conditions. Event cameras, with microsecond temporal resolution and asynchronous brightness detection, offer a promising alternative. Howev

Cited by 0SourceScholar
2025

Noise-Modeled Diffusion Models for Low-Light Spike Image Restoration

ICCV 2025poster

Spike-based imaging, inspired by the human visual system, offers several advantages, including high temporal resolution and low power consumption, but suffers from significant image degradation in low-light conditions due to noise interference. Restoring spike images under such conditions poses a si…