Event-based video reconstruction using transformer

W Weng, Y Zhang, Z Xiong - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Event cameras, which output events by detecting spatio-temporal brightness changes, bring
a novel paradigm to image sensors with high dynamic range and low latency. Previous …

Back to event basics: Self-supervised learning of image reconstruction for event cameras via photometric constancy

F Paredes-Vallés… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Event cameras are novel vision sensors that sample, in an asynchronous fashion,
brightness increments with low latency and high temporal resolution. The resulting streams …

Fast image reconstruction with an event camera

C Scheerlinck, H Rebecq, D Gehrig… - Proceedings of the …, 2020 - openaccess.thecvf.com
Event cameras are powerful new sensors able to capture high dynamic range with
microsecond temporal resolution and no motion blur. Their strength is detecting brightness …

Label-free event-based object recognition via joint learning with image reconstruction from events

H Cho, H Kim, Y Chae, KJ Yoon - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Recognizing objects from sparse and noisy events becomes extremely difficult when paired
images and category labels do not exist. In this paper, we study label-free event-based …

High-speed image reconstruction through short-term plasticity for spiking cameras

Y Zheng, L Zheng, Z Yu, B Shi… - Proceedings of the …, 2021 - openaccess.thecvf.com
Fovea, located in the centre of the retina, is specialized for high-acuity vision. Mimicking the
sampling mechanism of the fovea, a retina-inspired camera, named spiking camera, is …

Neuspike-net: High speed video reconstruction via bio-inspired neuromorphic cameras

L Zhu, J Li, X Wang, T Huang… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Neuromorphic vision sensor is a new bio-inspired imaging paradigm that emerged in recent
years, which continuously sensing luminance intensity and firing asynchronous spikes …

Self-supervised joint dynamic scene reconstruction and optical flow estimation for spiking camera

S Chen, Z Yu, T Huang - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
Spiking camera, a novel retina-inspired vision sensor, has shown its great potential for
capturing high-speed dynamic scenes with a sampling rate of 40,000 Hz. The spiking …

Low-light video enhancement with synthetic event guidance

L Liu, J An, J Liu, S Yuan, X Chen, W Zhou… - Proceedings of the …, 2023 - ojs.aaai.org
Low-light video enhancement (LLVE) is an important yet challenging task with many
applications such as photographing and autonomous driving. Unlike single image low-light …

An asynchronous kalman filter for hybrid event cameras

Z Wang, Y Ng, C Scheerlinck… - Proceedings of the …, 2021 - openaccess.thecvf.com
Event cameras are ideally suited to capture HDR visual information without blur but perform
poorly on static or slowly changing scenes. Conversely, conventional image sensors …

Capture the moment: High-speed imaging with spiking cameras through short-term plasticity

Y Zheng, L Zheng, Z Yu, T Huang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
High-speed imaging can help us understand some phenomena that are too fast to be
captured by our eyes. Although ultra-fast frame-based cameras (eg, Phantom) can record …