Self-supervised learning for rolling shutter temporal super-resolution

B Fan, Y Guo, Y Dai, C Xu, B Shi - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Most cameras on portable devices adopt a rolling shutter (RS) mechanism, encoding
sufficient temporal dynamic information through sequential readouts. This advantage can be …

Distribution-aware and class-adaptive aggregation for few-shot hyperspectral image classification

Y Guo, B Fan, Y Feng, X Jia… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recently, few-shot learning based on meta-learning has shown great potential in
hyperspectral image classification (HSIC) due to its excellent adaptability to limited training …

Rs-nerf: Neural radiance fields from rolling shutter images

M Niu, T Chen, Y Zhan, Z Li, X Ji, Y Zheng - European Conference on …, 2024 - Springer
Abstract Neural Radiance Fields (NeRFs) have become increasingly popular because of
their impressive ability for novel view synthesis. However, their effectiveness is hindered by …

Single image rolling shutter removal with diffusion models

Z Yang, H Li, M Hong, B Zeng, S Liu - arxiv preprint arxiv:2407.02906, 2024 - arxiv.org
We present RS-Diffusion, the first Diffusion Models-based method for single-frame Rolling
Shutter (RS) correction. RS artifacts compromise visual quality of frames due to the row wise …

Rolling Shutter Correction with Intermediate Distortion Flow Estimation

M Cao, S Yang, Y Yang… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
This paper proposes to correct the rolling shutter (RS) distorted images by estimating the
distortion flow from the global shutter (GS) to RS directly. Existing methods usually perform …

Unified Video Reconstruction for Rolling Shutter and Global Shutter Cameras

B Fan, Z Wan, B Shi, C Xu, Y Dai - IEEE Transactions on Image …, 2024 - ieeexplore.ieee.org
Currently, the general domain of video reconstruction (VR) is fragmented into different
shutters spanning global shutter and rolling shutter cameras. Despite rapid progress in the …

Event-based Shutter Unrolling and Motion Deblurring in Dynamic Scenes

Y Wang, C Jiang, X Jia, Y Guo… - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
The Rolling Shutter (RS) effect and motion blur are common challenges in images captured
by CMOS cameras during dynamic scenes. Inspired by biological vision principles, event …

Event-Guided Rolling Shutter Correction with Time-Aware Cross-Attentions

H Huang, X Jia, X Zhang, S Li, H Lu - Proceedings of the 32nd ACM …, 2024 - dl.acm.org
Many consumer cameras with rolling shutter (RS) CMOS would suffer undesired distortion
and artifacts, particularly when objects experiences fast motion. The neuromorphic event …

Grid-Transformer for Few-Shot Hyperspectral Image Classification

Y Guo, M He, B Fan - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
The application of few-shot learning to hyperspectral image (HSI) classification tasks has
gradually become a research hotspot due to the difficulties in acquiring and labeling HSI …

Spatio-Temporal Interactive Learning for Efficient Image Reconstruction of Spiking Cameras

B Fan, J Yin, Y Dai, C Xu, T Huang, B Shi - The Thirty-eighth Annual … - openreview.net
The spiking camera is an emerging neuromorphic vision sensor that records high-speed
motion scenes by asynchronously firing continuous binary spike streams. Prevailing image …