Seeing the Unseen in Low-light Spike Streams
Published in ECCV 2026, 2025
Spike cameras continuously accumulate photons and fire asynchronous spike streams, enabling high-speed visual sensing. However, reconstructing perceptible images from low-light spike streams remains challenging due to severe noise and sparse information. Diff-SPK addresses this with an Enhanced Texture from Inter-spike Interval (ETFI) module and a ControlNet-based diffusion framework for high-speed scene generation.
Recommended citation: Liwen Hu, Yang Li, Mianzhi Liu, Yijia Guo, Shenghao Xie, Ziluo Ding, Tiejun Huang, Lei Ma. "Seeing the Unseen in Low-light Spike Streams." European Conference on Computer Vision (ECCV), 2026.
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