Cheong, J.Y.,
Simon, C.,
Kim, C.S.,
Park, I.K.,
Reflection Removal Under Fast Forward Camera Motion,
IP(26), No. 12, December 2017, pp. 6061-6073.
IEEE DOI
1710
Image reconstruction, Optical imaging, Videos, Black box camera,
average image prior, dirt removal, fast forward motion,
layer separation, reflection, removal
BibRef
Han, B.J.,
Sim, J.Y.,
Glass Reflection Removal Using Co-Saliency-Based Image Alignment and
Low-Rank Matrix Completion in Gradient Domain,
IP(27), No. 10, October 2018, pp. 4873-4888.
IEEE DOI
1808
BibRef
Earlier:
Reflection Removal Using Low-Rank Matrix Completion,
CVPR17(3872-3880)
IEEE DOI
1711
feature extraction, gradient methods, image reconstruction,
reflection removal algorithm, transmission image,
co-saliency based image alignment.
Cameras, Color, Glass, Image color analysis, Image edge detection,
Reliability
BibRef
Li, T.T.[Ting-Tian],
Lun, D.P.K.[Daniel P. K.],
Chan, Y.H.[Yuk-Hee],
Budianto,
Robust Reflection Removal Based on Light Field Imaging,
IP(28), No. 4, April 2019, pp. 1798-1812.
IEEE DOI
1901
estimation theory, image denoising, image enhancement,
iterative methods, object detection, background image,
image separation
BibRef
Chang, Y.[Yakun],
Jung, C.[Cheolkon],
Single Image Reflection Removal Using Convolutional Neural Networks,
IP(28), No. 4, April 2019, pp. 1954-1966.
IEEE DOI
1901
convolution, feedforward neural nets, image capture,
image resolution, image restoration,
layer separation
BibRef
Sun, J.[Jun],
Chang, Y.[Yakun],
Jung, C.K.[Cheol-Kon],
Feng, J.W.[Jia-Wei],
Multi-Modal Reflection Removal Using Convolutional Neural Networks,
SPLetters(26), No. 7, July 2019, pp. 1011-1015.
IEEE DOI
1906
convolutional neural nets, feature extraction,
image colour analysis, image denoising, image enhancement,
reflection removal
BibRef
Li, T.,
Lun, D.P.K.,
Single-Image Reflection Removal via a Two-Stage Background Recovery
Process,
SPLetters(26), No. 8, August 2019, pp. 1237-1241.
IEEE DOI
1908
edge detection, gradient methods, image restoration,
learning (artificial intelligence), neural nets,
deep neural network
BibRef
Chang, Y.[Yakun],
Jung, C.[Cheolkon],
Sun, J.[Jun],
Wang, F.Q.[Feng-Qiao],
Siamese Dense Network for Reflection Removal with Flash and No-Flash
Image Pairs,
IJCV(128), No. 6, June 2020, pp. 1673-1698.
Springer DOI
2006
BibRef
Jiang, N.F.[Nan-Feng],
Niu, Y.Z.[Yu-Zhen],
Chen, W.L.[Wei-Ling],
Lin, L.Q.[Li-Qun],
Mustafa, N.[Nadir],
Zhao, T.S.[Tie-Song],
Single image reflection removal based on structure-texture layering,
SP:IC(86), 2020, pp. 115868.
Elsevier DOI
2006
Reflection removal, Structure-Texture, Artifacts
BibRef
Zhang, H.,
Xu, X.,
He, H.,
He, S.,
Han, G.,
Qin, J.,
Wu, D.,
Fast User-Guided Single Image Reflection Removal via Edge-Aware
Cascaded Networks,
MultMed(22), No. 8, August 2020, pp. 2012-2023.
IEEE DOI
2007
Image edge detection, Tools, Optimization, Image reconstruction,
Pipelines, Image color analysis, Detectors, Reflection removal,
convolutional neural network
BibRef
Wan, R.J.[Ren-Jie],
Shi, B.X.[Bo-Xin],
Li, H.L.[Hao-Liang],
Duan, L.Y.[Ling-Yu],
Tan, A.H.[Ah-Hwee],
Kot, A.C.[Alex C.],
CoRRN: Cooperative Reflection Removal Network,
PAMI(42), No. 12, December 2020, pp. 2969-2982.
IEEE DOI
2011
BibRef
Earlier: A1, A2, A4, A5, A6, Only:
CRRN: Multi-scale Guided Concurrent Reflection Removal Network,
CVPR18(4777-4785)
IEEE DOI
1812
Deep learning, Cooperative systems, Task analysis,
Feature extraction, Pattern analysis, Reflection removal,
cooperative framework.
Training, Glass, Cameras, Training data
BibRef
Li, T.,
Chan, Y.H.,
Lun, D.P.K.,
Improved Multiple-Image-Based Reflection Removal Algorithm Using Deep
Neural Networks,
IP(30), 2021, pp. 68-79.
IEEE DOI
2011
Reflection, Image edge detection,
Generative adversarial networks, Imaging, Optimization,
generative adversarial network
BibRef
Wang, X.Y.[Xiu-Yuan],
Pan, Y.K.[Yi-Kun],
Lun, D.P.K.[Daniel P.K.],
Stereoscopic image reflection removal based on Wasserstein Generative
Adversarial Network,
VCIP20(148-151)
IEEE DOI
2102
Image edge detection, Reflection, Stereo image processing,
Training, Generators, Image reconstruction,
stereoscopic images
BibRef
Yun, J.S.[Jae-Seong],
Sim, J.Y.[Jae-Young],
Virtual Point Removal for Large-Scale 3D Point Clouds with Multiple
Glass Planes,
PAMI(43), No. 2, February 2021, pp. 729-744.
IEEE DOI
2101
Glass reflections.
Glass, Laser radar, Trajectory,
Image edge detection, Surface emitting lasers, Buildings,
LiDAR
BibRef
Wan, R.J.[Ren-Jie],
Shi, B.X.[Bo-Xin],
Li, H.L.[Hao-Liang],
Duan, L.Y.[Ling-Yu],
Kot, A.C.[Alex C.],
Face Image Reflection Removal,
IJCV(129), No. 2, February 2021, pp. 385-399.
Springer DOI
2102
From capture through glass.
BibRef
Zhu, W.B.[Wen-Bin],
Wu, X.T.[Xiao-Ting],
Chen, H.[Hao],
Luo, X.[Xin],
Zhong, S.J.[Sheng-Jie],
Encode Imaging System Parameters as Distribution to Improve
Reflection Generation and Removal,
SPLetters(28), 2021, pp. 1360-1364.
IEEE DOI
2107
Glass, Generators, Cameras, Training, Task analysis,
Generative adversarial networks, Optical signal processing,
image reflection removal
BibRef
Li, Y.N.[Yue-Nan],
Yan, Q.X.[Qi-Xin],
Zhang, K.S.[Kuang-Shi],
Xu, H.[Haoyu],
Image Reflection Removal via Contextual Feature Fusion Pyramid and
Task-Driven Regularization,
CirSysVideo(32), No. 2, February 2022, pp. 553-565.
IEEE DOI
2202
Task analysis, Feature extraction, Training, Semantics,
Neural networks, Image restoration, Inference algorithms,
task-driven regularization
BibRef
Peng, Y.T.[Yan-Tsung],
Cheng, K.H.[Kai-Han],
Fang, I.S.[I-Sheng],
Peng, W.Y.[Wen-Yi],
Wu, J.S.[Jr-Shian],
Single Image Reflection Removal Based on Knowledge-Distilling Content
Disentanglement,
SPLetters(29), 2022, pp. 568-572.
IEEE DOI
2202
Feature extraction, Training, Strips, Propagation losses,
Image reconstruction, Loss measurement, Knowledge transfer,
content disentanglement
BibRef
Li, J.J.[Jin-Jiang],
Li, G.[Guihui],
Fan, H.[Hui],
Image reflection removal using end-to-end convolutional neural network,
IET-IPR(14), No. 6, 11 May 2020, pp. 1047-1058.
DOI Link
2005
BibRef
Pang, Y.X.[You-Xin],
Yuan, M.K.[Meng-Ke],
Fu, Q.[Qiang],
Ren, P.R.[Pei-Ran],
Yan, D.M.[Dong-Ming],
Progressive polarization based reflection removal via realistic
training data generation,
PR(124), 2022, pp. 108497.
Elsevier DOI
2203
Deep learning, Reflection removal, Polarization,
Progressive network, Convolutional neural networks
BibRef
Song, B.B.[Bin-Bin],
Zhou, J.T.[Jian-Tao],
Wu, H.W.[Hai-Wei],
Multistage Curvature-Guided Network for Progressive Single Image
Reflection Removal,
CirSysVideo(32), No. 10, October 2022, pp. 6515-6529.
IEEE DOI
2210
Decoding, Semantics, Image restoration, Feature extraction,
Training data, Training, Network architecture,
non-local attention
BibRef
Liu, Y.L.[Yu-Lun],
Lai, W.S.[Wei-Sheng],
Yang, M.H.[Ming-Hsuan],
Chuang, Y.Y.[Yung-Yu],
Huang, J.B.[Jia-Bin],
Learning to See Through Obstructions With Layered Decomposition,
PAMI(44), No. 11, November 2022, pp. 8387-8402.
IEEE DOI
2210
Image reconstruction, Optical imaging, Feature extraction,
Task analysis, Optimization, Estimation, Reflection removal,
computational photography
BibRef
Cheng, K.[Kuanhong],
Du, J.[Juan],
Li, J.[Jia],
Li, Y.X.[Yu-Xin],
Li, Y.[Yilan],
Li, J.[Junhuai],
Single image reflection removal through multi-scale gradient
refinement,
IET-IPR(16), No. 13, 2022, pp. 3579-3588.
DOI Link
2210
BibRef
Chen, W.T.[Wei-Ting],
Chen, K.Y.[Kuan-Yu],
Chen, I.H.[I-Hsiang],
Fang, H.Y.[Hao-Yu],
Ding, J.J.[Jian-Jiun],
Kuo, S.Y.[Sy-Yen],
Missing Recovery: Single Image Reflection Removal Based on Auxiliary
Prior Learning,
IP(32), 2023, pp. 643-656.
IEEE DOI
2301
Reflection, Pipelines, Image reconstruction, Cameras,
Laplace equations, Training data, Training, dark channel loss
BibRef
Chen, W.T.[Wei-Ting],
Chen, Y.W.[Yi-Wen],
Chen, K.Y.[Kuan-Yu],
Ding, J.J.[Jian-Jiun],
Kuo, S.Y.[Sy-Yen],
Single Image Reflection Removal Based on Bi-Channels Prior,
ICIP22(2117-2121)
IEEE DOI
2211
Object detection, Benchmark testing, Minimization, Reflection,
Reflection removal, Bi-channels prior, Layer separation
BibRef
Lyu, Y.[Youwei],
Cui, Z.P.[Zhao-Peng],
Li, S.[Si],
Pollefeys, M.[Marc],
Shi, B.X.[Bo-Xin],
Physics-Guided Reflection Separation From a Pair of Unpolarized and
Polarized Images,
PAMI(45), No. 2, February 2023, pp. 2151-2165.
IEEE DOI
2301
Reflection, Estimation, Task analysis, Glass, Cameras,
Pattern analysis, Learning systems, Reflection separation, deep learning
BibRef
Jia, F.[Fei],
Xu, J.D.[Jin-Dong],
Ma, Y.L.[Yong-Li],
Wang, J.[Jie],
Liang, Z.B.[Zong-Bao],
Joint Attention Mechanism Feature Selection for Single Image
Reflection Separation,
ICPR22(1982-1988)
IEEE DOI
2212
Training, Deep learning, Feature extraction, Reflection, Decoding,
Task analysis, attention mechanism, deep learning
BibRef
Wang, W.[Wei],
Yu, D.[Dongyu],
Li, Y.[Yue],
FIPHN: Feature-Integrated Patch-Hierarchical Network for Single Image
Reflection Removal,
ICPR22(685-691)
IEEE DOI
2212
Training, Focusing, Feature extraction, Reflection, Task analysis
BibRef
Han, B.J.[Byeong-Ju],
Sim, J.Y.[Jae-Young],
Zero-Shot Learning for Reflection Removal of Single 360-Degree Image,
ECCV22(XIX:533-548).
Springer DOI
2211
BibRef
Han, J.L.[Jun-Lin],
Li, W.H.[Wei-Hao],
Fang, P.F.[Peng-Fei],
Sun, C.[Chunyi],
Hong, J.[Jie],
Armin, M.A.[Mohammad Ali],
Petersson, L.[Lars],
Li, H.D.[Hong-Dong],
Blind Image Decomposition,
ECCV22(XVIII:218-237).
Springer DOI
2211
WWW Link. Separating a superimposed image into constituent underlying images.
E.g. deraining, and joint shadow/reflection/watermark removal.
BibRef
Prasad, B.H.P.[B.H. Pawan],
Rosh, K.S.G.[K.S. Green],
Lokesh, R.B.,
Mitra, K.[Kaushik],
Reference Guided Reflection Removal Using Deep Visual Attribute Cues,
ICIP22(1146-1150)
IEEE DOI
2211
Deep learning, Visualization, Image resolution, Dictionaries,
Semantics, Glass, Feature extraction, Reflection Removal, Deep Learning
BibRef
Lei, C.Y.[Chen-Yang],
Huang, X.[Xuhua],
Qi, C.Y.[Chen-Yang],
Zhao, Y.[Yankun],
Sun, W.X.[Wen-Xiu],
Yan, Q.[Qiong],
Chen, Q.F.[Qi-Feng],
A Categorized Reflection Removal Dataset with Diverse Real-world
Scenes,
V4AS22(3039-3047)
IEEE DOI
2210
Pipelines, Glass, Benchmark testing, Reflection, Pattern recognition
BibRef
Prasad, B.H.P.[B.H. Pawan],
Green Rosh, K.S.,
Lokesh, R.B.,
Mitra, K.[Kaushik],
Chowdhury, S.[Sanjoy],
V-DESIRR: Very Fast Deep Embedded Single Image Reflection Removal,
ICCV21(2370-2379)
IEEE DOI
2203
Deep learning, Image resolution, Limiting, Computational modeling,
Memory management, Random access memory,
Vision applications and systems
BibRef
Dong, Z.[Zheng],
Xu, K.[Ke],
Yang, Y.[Yin],
Bao, H.J.[Hu-Jun],
Xu, W.W.[Wei-Wei],
Lau, R.W.H.[Rynson W.H.],
Location-aware Single Image Reflection Removal,
ICCV21(4997-5006)
IEEE DOI
2203
Laplace equations, Codes, Probabilistic logic, Feature extraction,
Reflection, Kernel, Low-level and physics-based vision,
Image and video synthesis
BibRef
Zheng, Q.L.[Quan-Long],
Qiao, X.T.[Xiao-Tian],
Cao, Y.[Ying],
Guo, S.[Shi],
Zhang, L.[Lei],
Lau, R.[Rynson],
Distilling Reflection Dynamics for Single-Image Reflection Removal,
AIM21(1886-1894)
IEEE DOI
2112
Knowledge engineering, Dynamics, Training data, Glass, Cameras,
Reflection, Image sequences
BibRef
Lei, C.Y.[Chen-Yang],
Chen, Q.F.[Qi-Feng],
Robust Reflection Removal with Reflection-free Flash-only Cues,
CVPR21(14806-14815)
IEEE DOI
2111
Codes, Computational modeling,
Computer architecture, Reflection, Pattern recognition
BibRef
Hong, Y.C.[Yu-Chen],
Zheng, Q.[Qian],
Zhao, L.R.[Ling-Ran],
Jiang, X.D.[Xu-Dong],
Kot, A.C.[Alex C.],
Shi, B.X.[Bo-Xin],
Panoramic Image Reflection Removal,
CVPR21(7758-7767)
IEEE DOI
2111
Cameras, Reflection, Mobile handsets,
Pattern recognition, Image restoration
BibRef
Zheng, Q.[Qian],
Shi, B.X.[Bo-Xin],
Chen, J.N.[Jin-Nan],
Jiang, X.D.[Xu-Dong],
Duan, L.Y.[Ling-Yu],
Kot, A.C.[Alex C.],
Single Image Reflection Removal with Absorption Effect,
CVPR21(13390-13399)
IEEE DOI
2111
Absorption, Lighting, Estimation, Distortion,
Reflection, Data models
BibRef
Wan, R.,
Shi, B.,
Li, H.,
Duan, L.,
Kot, A.C.,
Reflection Scene Separation From a Single Image,
CVPR20(2395-2403)
IEEE DOI
2008
Glass, Reflection, Cameras, Mirrors, Training, Degradation, Image restoration
BibRef
Niklaus, S.[Simon],
Zhang, X.C.[Xuaner Cecilia],
Barron, J.T.[Jonathan T.],
Wadhwa, N.[Neal],
Garg, R.[Rahul],
Liu, F.[Feng],
Xue, T.F.[Tian-Fan],
Learned Dual-View Reflection Removal,
WACV21(3712-3721)
IEEE DOI
2106
Training, Virtual environments,
Estimation, Cameras, Rendering (computer graphics)
BibRef
Chang, Y.C.[Ya-Chu],
Lu, C.N.[Chia-Ni],
Cheng, C.C.[Chia-Chi],
Chiu, W.C.[Wei-Chen],
Single Image Reflection Removal with Edge Guidance, Reflection
Classifier, and Recurrent Decomposition,
WACV21(2032-2041)
IEEE DOI
2106
Image color analysis, Image edge detection,
Computational modeling, Estimation, Glass
BibRef
Lei, C.,
Huang, X.,
Zhang, M.,
Yan, Q.,
Sun, W.,
Chen, Q.,
Polarized Reflection Removal With Perfect Alignment in the Wild,
CVPR20(1747-1755)
IEEE DOI
2008
Glass, Pipelines, Data collection, Sensors, Machine learning, Cameras,
Light sources
BibRef
Li, C.,
Yang, Y.,
He, K.,
Lin, S.,
Hopcroft, J.E.,
Single Image Reflection Removal Through Cascaded Refinement,
CVPR20(3562-3571)
IEEE DOI
2008
Image reconstruction, Training, Image edge detection, Glass, Imaging,
Training data, Neural networks
BibRef
Kim, S.,
Huo, Y.,
Yoon, S.,
Single Image Reflection Removal With Physically-Based Training Images,
CVPR20(5163-5172)
IEEE DOI
2008
Training, Glass, Rendering (computer graphics), Lenses,
Visual effects, Attenuation
BibRef
Wen, Q.A.[Qi-Ang],
Tan, Y.J.[Yin-Jie],
Qin, J.[Jing],
Liu, W.X.[Wen-Xi],
Han, G.Q.[Guo-Qiang],
He, S.F.[Sheng-Feng],
Single Image Reflection Removal Beyond Linearity,
CVPR19(3766-3774).
IEEE DOI
2002
BibRef
Wei, K.X.[Kai-Xuan],
Yang, J.L.[Jiao-Long],
Fu, Y.[Ying],
Wipf, D.[David],
Huang, H.[Hua],
Single Image Reflection Removal Exploiting Misaligned Training Data and
Network Enhancements,
CVPR19(8170-8179).
IEEE DOI
2002
BibRef
Yang, Y.[Yang],
Ma, W.[Wenye],
Zheng, Y.[Yin],
Cai, J.F.[Jian-Feng],
Xu, W.Y.[Wei-Yu],
Fast Single Image Reflection Suppression via Convex Optimization,
CVPR19(8133-8141).
IEEE DOI
2002
BibRef
Punnappurath, A.[Abhijith],
Brown, M.S.[Michael S.],
Reflection Removal Using a Dual-Pixel Sensor,
CVPR19(1556-1565).
IEEE DOI
2002
BibRef
Yang, J.[Jie],
Gong, D.[Dong],
Liu, L.Q.[Ling-Qiao],
Shi, Q.F.[Qin-Feng],
Seeing Deeply and Bidirectionally:
A Deep Learning Approach for Single Image Reflection Removal,
ECCV18(III: 675-691).
Springer DOI
1810
BibRef
Shibata, T.,
Akai, Y.,
Matsuoka, R.,
Reflection Removal Using RGB-D Images,
ICIP18(1862-1866)
IEEE DOI
1809
Tensile stress, Convex functions, Minimization, Correlation,
Periodic structures, Image edge detection, Optimization,
total variation
BibRef
Hsieh, S.,
Yang, Y.,
Yeh, C.,
Huang, S.,
Lu, Y.,
Subpixel-Level-Accurate Algorithm for Removing Double-Layered
Reflections from a Single Image,
ICIP18(395-399)
IEEE DOI
1809
Kernel, Image color analysis, Brightness, Glass, Correlation,
Optimization, Robustness, Reflection removal,
layer separation
BibRef
Wang, J.[Jun],
Yang, J.Y.[Jing-Yu],
Reflection Removal for Stele Images via Sparse Signal Decomposition,
VCIP15(1-4)
IEEE DOI
1605
See also Moire Pattern Removal from Texture Images via Low-Rank and Sparse Matrix Decomposition.
BibRef
Sirinukulwattana, T.[Tharatch],
Choe, G.[Gyeongmin],
Kweon, I.S.[In So],
Reflection removal using disparity and gradient-sparsity via
smoothing algorithm,
ICIP15(1940-1944)
IEEE DOI
1512
Reflection removal; layer separation
BibRef
Shih, Y.[Yi_Chang],
Krishnan, D.[Dilip],
Durand, F.[Fredo],
Freeman, W.T.[William T.],
Reflection removal using ghosting cues,
CVPR15(3193-3201)
IEEE DOI
1510
BibRef
Simon, C.[Christian],
Park, I.K.[In Kyu],
Reflection removal for in-vehicle black box videos,
CVPR15(4231-4239)
IEEE DOI
1510
BibRef
Zhao, Y.Q.[Yong-Qiang],
Peng, Q.[Qunnie],
Xue, J.[Jize],
Kong, S.G.[Seong G.],
Specular reflection removal using local structural similarity and
chromaticity consistency,
ICIP15(3397-3401)
IEEE DOI
1512
Specular reflection removal
BibRef
Fu, Y.[Ying],
Lam, A.[Antony],
Matsushita, Y.[Yasuyuki],
Sato, I.[Imari],
Sato, Y.[Yoichi],
Interreflection Removal Using Fluorescence,
ECCV14(V: 203-217).
Springer DOI
1408
BibRef
Li, Y.[Yu],
Brown, M.S.[Michael S.],
Single Image Layer Separation Using Relative Smoothness,
CVPR14(2752-2759)
IEEE DOI
1409
BibRef
Earlier:
Exploiting Reflection Change for Automatic Reflection Removal,
ICCV13(2432-2439)
IEEE DOI
1403
2 layers, 1 smoother than the other.
BibRef
Liao, M.[Miao],
Huang, X.Y.[Xin-Yu],
Yang, R.G.[Rui-Gang],
Interreflection removal for photometric stereo by using
spectrum-dependent albedo,
CVPR11(689-696).
IEEE DOI
1106
BibRef
Chapter on 3-D Shape from X -- Shading, Textures, Lasers, Structured Light, Focus, Line Drawings continues in
Albedo, Reflectance Map from Multiple Images .