High-fidelity Event-Radiance Recovery via Transient Event Frequency
Jin Han, Yuta Asano, Boxin Shi, Yinqiang Zheng, Imari Sato
Abstract
High-fidelity radiance recovery plays a crucial role in scene information reconstruction and understanding. Conventional cameras suffer from limited sensitivity in dynamic range, bit depth, and spectral response, etc. In this paper, we propose to use event cameras with bio-inspired silicon sensors, which are sensitive to radiance changes, to recover precise radiance values. We reveal that, under active lighting conditions, the transient frequency of event signals triggering linearly reflects the radiance value. We propose an innovative method to convert the high temporal resolution of event signals into precise radiance values. The precise radiance values yields several capabilities in image analysis. We demonstrate the feasibility of recovering radiance values solely from the transient event frequency (TEF) through multiple experiments.
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Cited by top-tier papers11
- UCF-Crime-DVS: A Novel Event-Based Dataset for Video Anomaly Detection with Spiking Neural NetworksYuanbin Qian, Shuhan Ye, Chong Wang, Xiaojie Cai et al.AAAI 2025 · 18 citations
- EventPS: Real-Time Photometric Stereo Using an Event CameraBohan Yu, Jieji Ren, Jin Han, Feishi Wang et al.CVPR 2024 · 13 citations
- EventUPS: Uncalibrated Photometric Stereo Using an Event CameraJinxiu Liang, Bohan Yu, Siqi Yang, Haotian Zhuang et al.ICCV 2025 · 4 citations
- Coded-E2LF: Coded Aperture Light Field Imaging from EventsTomoya Tsuchida, Keita Takahashi, Chihiro Tsutake, Toshiaki Fujii et al.CVPR 2026 · 2 citations
- EvDiG: Event-guided Direct and Global Components SeparationXinyu Zhou, Peiqi Duan, Boyu Li, Chu Zhou et al.CVPR 2024 · 2 citations
Builds on12
- Time Lens++: Event-based Frame Interpolation with Parametric Nonlinear Flow and Multi-scale FusionStepan Tulyakov, Alfredo Bochicchio, Daniel Gehrig, Stamatios Georgoulis et al.CVPR 2022 · 126 citations
- Motion Deblurring with Real EventsFang Xu, Lei Yu, Bishan Wang, Wen Yang et al.ICCV 2021 · 108 citations
- EventHPE: Event-based 3D Human Pose and Shape EstimationShihao Zou, Chuan Guo, Xinxin Zuo, Sen Wang et al.ICCV 2021 · 77 citations
- E2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action RecognitionChiara Plizzari, Mirco Planamente, Gabriele Goletto, Marco Cannici et al.CVPR 2022 · 53 citations
- An Asynchronous Kalman Filter for Hybrid Event CamerasZiwei Wang, Yonhon Ng, Cedric Scheerlinck, Robert E. MahonyICCV 2021 · 49 citations
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