Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey

L Guo, C Wang, Y Wang, S Huang, W Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
Shadow removal aims at restoring the image content within shadow regions, pursuing a
uniform distribution of illumination that is consistent between shadow and non-shadow …

S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removal

N Kubiak, A Mustafa, G Phillipson… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this paper we present S3R-Net the Self-Supervised Shadow Removal Network. The two-
branch WGAN model achieves self-supervision relying on the unify-and-adapt phenomenon …

ShadowRefiner: Towards mask-free shadow removal via fast fourier transformer

W Dong, H Zhou, Y Tian, J Sun, X Liu, G Zhai… - arXiv preprint arXiv …, 2024 - arxiv.org
Shadow-affected images often exhibit pronounced spatial discrepancies in color and
illumination, consequently degrading various vision applications including object detection …

[PDF][PDF] Two-Stage Video Shadow Detection via Temporal-Spatial Adaption

X Duan, Y Cao, L Zhu, G Fu, X Wang, R Zhang, P Li - 2024 - ecva.net
Video Shadow Detection (VSD) is an important computer vision task focusing on detecting
and segmenting shadows throughout the entire video sequence. Despite their remarkable …

Unveiling Deep Shadows: A Survey on Image and Video Shadow Detection, Removal, and Generation in the Era of Deep Learning

X Hu, Z Xing, T Wang, CW Fu, PA Heng - arXiv preprint arXiv:2409.02108, 2024 - arxiv.org
Shadows are formed when light encounters obstacles, leading to areas of diminished
illumination. In computer vision, shadow detection, removal, and generation are crucial for …

SoftShadow: Leveraging Penumbra-Aware Soft Masks for Shadow Removal

X Wang, L Guo, X Wang, S Huang, B Wen - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in deep learning have yielded promising results for the image
shadow removal task. However, most existing methods rely on binary pre-generated …

Regional Attention For Shadow Removal

H Liu, M Li, X Guo - ACM Multimedia 2024 - openreview.net
Shadow, as a natural consequence of light interacting with objects, plays a crucial role in
shaping the aesthetics of an image, which however also impairs the content visibility and …