Event-based fusion for motion deblurring with cross-modal attention

L Sun, C Sakaridis, J Liang, Q Jiang, K Yang… - European conference on …, 2022 - Springer
Traditional frame-based cameras inevitably suffer from motion blur due to long exposure
times. As a kind of bio-inspired camera, the event camera records the intensity changes in …

E2nerf: Event enhanced neural radiance fields from blurry images

Y Qi, L Zhu, Y Zhang, J Li - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Abstract Neural Radiance Fields (NeRF) achieves impressive ren-dering performance by
learning volumetric 3D representation from several images of different views. However, it is …

Event-based frame interpolation with ad-hoc deblurring

L Sun, C Sakaridis, J Liang, P Sun… - Proceedings of the …, 2023 - openaccess.thecvf.com
The performance of video frame interpolation is inherently correlated with the ability to
handle motion in the input scene. Even though previous works recognize the utility of …

Event-based video frame interpolation with cross-modal asymmetric bidirectional motion fields

T Kim, Y Chae, HK Jang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Abstract Video Frame Interpolation (VFI) aims to generate intermediate video frames
between consecutive input frames. Since the event cameras are bio-inspired sensors that …

Sodformer: Streaming object detection with transformer using events and frames

D Li, Y Tian, J Li - IEEE Transactions on Pattern Analysis and …, 2023 - ieeexplore.ieee.org
DAVIS camera, streaming two complementary sensing modalities of asynchronous events
and frames, has gradually been used to address major object detection challenges (eg, fast …

Enhancing motion deblurring in high-speed scenes with spike streams

S Chen, J Zhang, Y Zheng… - Advances in Neural …, 2023 - proceedings.neurips.cc
Traditional cameras produce desirable vision results but struggle with motion blur in high-
speed scenes due to long exposure windows. Existing frame-based deblurring algorithms …

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 …

Mitigating motion blur in neural radiance fields with events and frames

M Cannici, D Scaramuzza - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Abstract Neural Radiance Fields (NeRFs) have shown great potential in novel view
synthesis. However they struggle to render sharp images when the data used for training is …

Deblurring low-light images with events

C Zhou, M Teng, J Han, J Liang, C Xu, G Cao… - International Journal of …, 2023 - Springer
Modern image-based deblurring methods usually show degenerate performance in low-light
conditions since the images often contain most of the poorly visible dark regions and a few …

Non-coaxial event-guided motion deblurring with spatial alignment

H Cho, Y Jeong, T Kim, KJ Yoon - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Motion deblurring from a blurred image is a challenging computer vision problem because
frame-based cameras lose information during the blurring process. Several attempts have …