Single image reflection separation via component synergy

Q Hu, X Guo - Proceedings of the IEEE/CVF International …, 2023 - openaccess.thecvf.com
The reflection superposition phenomenon is complex and widely distributed in the real
world, which derives various simplified linear and nonlinear formulations of the problem. In …

Develop then rival: A human vision-inspired framework for superimposed image decomposition

H Duan, W Shen, X Min, Y Tian, JH Jung… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
A single superimposed image containing two image views causes visual confusion for both
human vision and computer vision. Human vision needs a “develop-then-rival” process to …

V-desirr: Very fast deep embedded single image reflection removal

BH Prasad, LR Boregowda, K Mitra… - Proceedings of the …, 2021 - openaccess.thecvf.com
Real world images often gets corrupted due to unwanted reflections and their removal is
highly desirable. A major share of such images originate from smart phone cameras capable …

Personalized single image reflection removal network through adaptive cascade refinement

M Wang, X Zhang, Y Gong, Y Yin - Proceedings of the 31st ACM …, 2023 - dl.acm.org
In this paper, we aim to restore a reflection-free image from a single reflection-contaminated
image captured through the glass. Many deep-learning-based methods attempt to solve the …

Content and gradient model-driven deep network for single image reflection removal

YN Zhang, L Shen, Q Li - Proceedings of the 30th ACM international …, 2022 - dl.acm.org
Single image reflection removal (SIRR) is an extremely challenging, ill-posed problem with
many application scenarios. In recent years, massive deep learning-based methods have …

Revisiting Single Image Reflection Removal In the Wild

Y Zhu, X Fu, PT Jiang, H Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
This research focuses on the issue of single-image reflection removal (SIRR) in real-world
conditions examining it from two angles: the collection pipeline of real reflection pairs and …

A Closer Look at the Reflection Formulation in Single Image Reflection Removal

Z Chen, F Long, Z Qiu, J Zhang, ZJ Zha… - … on Image Processing, 2024 - ieeexplore.ieee.org
How to model the effect of reflection is crucial for single image reflection removal (SIRR)
task. Modern SIRR methods usually simplify the reflection formulation with the assumption of …

Benchmarking single-image reflection removal algorithms

R Wan, B Shi, H Li, Y Hong, LY Duan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Reflection removal has been discussed for more than decades. This paper aims to provide
the analysis for different reflection properties and factors that influence image formation, an …

An intelligent manufacturing approach based on a novel deep learning method for automatic machine and working status recognition

F Jia, A Jebelli, Y Ma, R Ahmad - Applied Sciences, 2022 - mdpi.com
Smart manufacturing uses robots and artificial intelligence techniques to minimize human
interventions in manufacturing activities. Inspection of the machine'working status is critical …

Semantic guided single image reflection removal

Y Liu, Y Li, S You, F Lu - ACM Transactions on Multimedia Computing …, 2022 - dl.acm.org
Reflection is common when we see through a glass window, which not only is a visual
disturbance but also influences the performance of computer vision algorithms. Removing …