High-fidelity Event-Radiance Recovery via Transient Event Frequency
Jin Han, Yuta Asano, Boxin Shi, Yinqiang Zheng, Imari Sato
摘要
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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引用它的顶会 Paper11
- UCF-Crime-DVS: A Novel Event-Based Dataset for Video Anomaly Detection with Spiking Neural NetworksYuanbin Qian, Shuhan Ye, Chong Wang, Xiaojie Cai 等AAAI 2025 · 被引用 18 次
- EventPS: Real-Time Photometric Stereo Using an Event CameraBohan Yu, Jieji Ren, Jin Han, Feishi Wang 等CVPR 2024 · 被引用 13 次
- EventUPS: Uncalibrated Photometric Stereo Using an Event CameraJinxiu Liang, Bohan Yu, Siqi Yang, Haotian Zhuang 等ICCV 2025 · 被引用 4 次
- Coded-E2LF: Coded Aperture Light Field Imaging from EventsTomoya Tsuchida, Keita Takahashi, Chihiro Tsutake, Toshiaki Fujii 等CVPR 2026 · 被引用 2 次
- EvDiG: Event-guided Direct and Global Components SeparationXinyu Zhou, Peiqi Duan, Boyu Li, Chu Zhou 等CVPR 2024 · 被引用 2 次
它引用的顶会 Paper12
- Time Lens++: Event-based Frame Interpolation with Parametric Nonlinear Flow and Multi-scale FusionStepan Tulyakov, Alfredo Bochicchio, Daniel Gehrig, Stamatios Georgoulis 等CVPR 2022 · 被引用 126 次
- Motion Deblurring with Real EventsFang Xu, Lei Yu, Bishan Wang, Wen Yang 等ICCV 2021 · 被引用 108 次
- EventHPE: Event-based 3D Human Pose and Shape EstimationShihao Zou, Chuan Guo, Xinxin Zuo, Sen Wang 等ICCV 2021 · 被引用 77 次
- E2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action RecognitionChiara Plizzari, Mirco Planamente, Gabriele Goletto, Marco Cannici 等CVPR 2022 · 被引用 53 次
- An Asynchronous Kalman Filter for Hybrid Event CamerasZiwei Wang, Yonhon Ng, Cedric Scheerlinck, Robert E. MahonyICCV 2021 · 被引用 49 次
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