Deep learning for hdr imaging: State-of-the-art and future trends

L Wang, KJ Yoon - IEEE transactions on pattern analysis and …, 2021 - ieeexplore.ieee.org
High dynamic range (HDR) imaging is a technique that allows an extensive dynamic range
of exposures, which is important in image processing, computer graphics, and computer …

Deep learning for event-based vision: A comprehensive survey and benchmarks

X Zheng, Y Liu, Y Lu, T Hua, T Pan, W Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
Event cameras are bio-inspired sensors that capture the per-pixel intensity changes
asynchronously and produce event streams encoding the time, pixel position, and polarity …

Learning event guided high dynamic range video reconstruction

Y Yang, J Han, J Liang, I Sato… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Limited by the trade-off between frame rate and exposure time when capturing moving
scenes with conventional cameras, frame based HDR video reconstruction suffers from …

Rawhdr: High dynamic range image reconstruction from a single raw image

Y Zou, C Yan, Y Fu - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
High dynamic range (HDR) images can record much more intensity levels than usual ones.
Existing methods mainly reconstruct HDR images from the 8-bit low dynamic range (LDR) …

Evdistill: Asynchronous events to end-task learning via bidirectional reconstruction-guided cross-modal knowledge distillation

L Wang, Y Chae, SH Yoon, TK Kim… - Proceedings of the …, 2021 - openaccess.thecvf.com
Event cameras sense per-pixel intensity changes and produce asynchronous event streams
with high dynamic range and less motion blur, showing advantages over the conventional …

Coherent event guided low-light video enhancement

J Liang, Y Yang, B Li, P Duan… - Proceedings of the …, 2023 - openaccess.thecvf.com
With frame-based cameras, capturing fast-moving scenes without suffering from blur often
comes at the cost of low SNR and low contrast. Worse still, the photometric constancy that …

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 …

HDR video reconstruction: A coarse-to-fine network and a real-world benchmark dataset

G Chen, C Chen, S Guo, Z Liang… - Proceedings of the …, 2021 - openaccess.thecvf.com
High dynamic range (HDR) video reconstruction from sequences captured with alternating
exposures is a very challenging problem. Existing methods often align low dynamic range …

Hybrid high dynamic range imaging fusing neuromorphic and conventional images

J Han, Y Yang, P Duan, C Zhou, L Ma… - … on pattern analysis …, 2023 - ieeexplore.ieee.org
Reconstruction of high dynamic range image from a single low dynamic range image
captured by a conventional RGB camera, which suffers from over-or under-exposure, is an ill …

Learning to reconstruct high speed and high dynamic range videos from events

Y Zou, Y Zheng, T Takatani… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Event cameras are novel sensors that capture the dynamics of a scene asynchronously.
Such cameras record event streams with much shorter response latency than images …