7.4.1 Mirror Detection

Chapter Contents (Back)
Mirror Detection. Bilateral Symmetry. Symmetry.
See also Axial Descriptions.

Wechsler, H.[Harry],
A Structural Approach to Shape Analysis Using Mirroring Axes,
CGIP(9), No. 3, March 1979, pp. 246-266.
Elsevier DOI Symmetrical subparts. BibRef 7903

François, A.R.J.[Alexandre R. J.], Medioni, G.G.[Gérard G.], Waupotitsch, R.[Roman],
Mirror symmetry ==> 2-view stereo geometry,
IVC(21), No. 2, February 2003, pp. 137-143.
Elsevier DOI 0301
BibRef
Earlier:
Reconstructing mirror symmetric scenes from a single view using 2-view stereo geometry,
ICPR02(IV: 12-16).
IEEE DOI 0211
BibRef

Savarese, S.[Silvio], Chen, M.[Min], Perona, P.[Pietro],
Local Shape from Mirror Reflections,
IJCV(64), No. 1, August 2005, pp. 31-67.
Springer DOI 0506
BibRef
Earlier:
Recovering Local Shape of a Mirror Surface from Reflection of a Regular Grid,
ECCV04(Vol III: 468-481).
Springer DOI 0405
Variation on structured light, except use reflection of a pattern. BibRef

Guo, X.J.[Xiao-Jie], Cao, X.C.[Xiao-Chun],
MIFT: A framework for feature descriptors to be mirror reflection invariant,
IVC(30), No. 8, August 2012, pp. 546-556.
Elsevier DOI 1209
BibRef
Earlier:
FIND: A Neat Flip Invariant Descriptor,
ICPR10(515-518).
IEEE DOI 1008
Mirror reflection invariance; Local image feature; MIFT BibRef

Guo, X.J.[Xiao-Jie], Cao, X.C.[Xiao-Chun], Zhang, J.W.[Jia-Wan], Li, X.W.[Xue-Wei],
MIFT: A Mirror Reflection Invariant Feature Descriptor,
ACCV09(II: 536-545).
Springer DOI 0909
BibRef

Zhang, H.[Hua], Guo, X.J.[Xiao-Jie], Cao, X.C.[Xiao-Chun],
Water Reflection Detection Using a Flip Invariant Shape Detector,
ICPR10(633-636).
IEEE DOI 1008
BibRef

Alvarado-Gonzalez, M.[Montserrat], Aguilar, W.[Wendy], Garduño, E.[Edgar], Velarde, C.[Carlos], Bribiesca, E.[Ernesto], Medina-Bañuelos, V.[Verónica],
Mirror Symmetry Detection in Curves Represented by Means of the Slope Chain Code,
PR(87), 2019, pp. 67-79.
Elsevier DOI 1812
Symmetry detection, Slope Chain Code, Chain coding, 2D curves
See also Detection of Rotational Symmetry in Curves Represented by the Slope Chain Code. BibRef

Tan, X.[Xin], Lin, J.Y.[Jia-Ying], Xu, K.[Ke], Chen, P.[Pan], Ma, L.Z.[Li-Zhuang], Lau, R.W.H.[Rynson W.H.],
Mirror Detection With the Visual Chirality Cue,
PAMI(45), No. 3, March 2023, pp. 3492-3504.
IEEE DOI 2302
Mirrors, Visualization, Feature extraction, Computer science, Object detection, Task analysis, Image edge detection, salient object detection BibRef

Guan, H.[Huankang], Lin, J.Y.[Jia-Ying], Lau, R.W.H.[Rynson W.H.],
Learning Semantic Associations for Mirror Detection,
CVPR22(5931-5940)
IEEE DOI 2210

WWW Link. Location awareness, Convolutional codes, Visualization, Semantics, Mirrors, Low-level vision BibRef

Xie, Z.F.[Zhi-Feng], Wang, S.[Sen], Yu, Q.C.[Qiu-Cheng], Tan, X.[Xin], Xie, Y.[Yuan],
CSFwinformer: Cross-Space-Frequency Window Transformer for Mirror Detection,
IP(33), 2024, pp. 1853-1867.
IEEE DOI Code:
WWW Link. 2403
Mirrors, Feature extraction, Transformers, Frequency-domain analysis, Visualization, Semantics, frequency learning BibRef

Zha, M.F.[Ming-Feng], Fu, F.[Feiyang], Pei, Y.Q.[Yun-Qiang], Wang, G.Q.[Guo-Qing], Li, T.Y.[Tian-Yu], Tang, X.X.[Xiong-Xin], Yang, Y.[Yang], Shen, H.T.[Heng Tao],
Dual Domain Perception and Progressive Refinement for Mirror Detection,
CirSysVideo(34), No. 11, November 2024, pp. 11942-11953.
IEEE DOI Code:
WWW Link. 2412
Mirrors, Task analysis, Feature extraction, Transformers, Reflection, Imaging, Correlation, Mirror detection, dual domain, lightweight model BibRef


Xing, Z.H.[Zhao-Hu], Liu, L.[Lihao], Yang, Y.J.[Yi-Jun], Wang, H.Q.[Hong-Qiu], Ye, T.[Tian], Chen, S.X.[Si-Xiang], Li, W.X.[Wen-Xue], Liu, G.[Guang], Zhu, L.[Lei],
Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine,
CVPR25(25476-25486)
IEEE DOI Code:
WWW Link. 2508
Training, Measurement, Accuracy, Semantics, Predictive models, Data models, Mirrors, Reliability, Iterative methods, Engines, data engine BibRef

Xu, M.C.[Ming-Chen], Herbert, P.[Peter], Lai, Y.K.[Yu-Kun], Ji, Z.[Ze], Wu, J.[Jing],
RGB-D Video Mirror Detection,
WACV25(9640-9649)
IEEE DOI Code:
WWW Link. 2505
Image segmentation, Codes, Glass, Benchmark testing, Mirrors BibRef

Shen, Y.[Yidan], Wen, Y.[Yu], Zhang, C.[Chen], Fu, X.[Xin], Hu, R.J.[Ren-Jie],
MVMD: A Multi-View Approach for Enhanced Mirror Detection,
WACV25(9332-9341)
IEEE DOI Code:
WWW Link. 2505
Training, Measurement, Solid modeling, Accuracy, Neural radiance field, Reflection, Mirrors, Reliability, multi-view, mirror detection BibRef

Holland, L.V.[Leif Van], Weinmann, M.[Michael], Müller, J.U.[Jan U.], Stotko, P.[Patrick], Klein, R.[Reinhard],
NeRFs are Mirror Detectors: Using Structural Similarity for Multi-View Mirror Scene Reconstruction with 3D Surface Primitives,
WACV25(1795-1807)
IEEE DOI 2505
Training, Geometry, Surface reconstruction, Annotations, Neural radiance field, Surface fitting, Mirrors, Standards BibRef

Liu, J.[Jiayue], Tang, X.[Xiao], Cheng, F.[Freeman], Yang, R.[Roy], Li, Z.H.[Zhi-Hao], Liu, J.Z.[Jian-Zhuang], Huang, Y.[Yi], Lin, J.Q.[Jia-Qi], Liu, S.Y.[Shi-Yong], Wu, X.F.[Xiao-Fei], Xu, S.[Songcen], Yuan, C.[Chun],
Mirrorgaussian: Reflecting 3d Gaussians for Reconstructing Mirror Reflections,
ECCV24(LXXII: 377-393).
Springer DOI 2412
BibRef

Warren, A.[Alex], Xu, K.[Ke], Lin, J.Y.[Jia-Ying], Tam, G.K.L.[Gary K.L.], Lau, R.W.H.[Rynson W.H.], Lau, R.W.H.[Rynson W.H.],
Effective Video Mirror Detection with Inconsistent Motion Cues,
CVPR24(17244-17252)
IEEE DOI 2410
Representation learning, Shape, Image edge detection, Semantic segmentation, Object detection, Reflection, Mirror BibRef

Lin, J.Y.[Jia-Ying], Lau, R.W.H.[Rynson W. H.],
Self-supervised Pre-training for Mirror Detection,
ICCV23(12193-12202)
IEEE DOI Code:
WWW Link. 2401
BibRef

Lin, Z.Q.[Zhi-Qiu], Sun, J.[Jin], Davis, A.[Abe], Snavely, N.[Noah],
Visual Chirality,
CVPR20(12292-12300)
IEEE DOI 2008
Mirrored image? Visualization, Task analysis, Training, Mirrors, Image processing, Cameras BibRef

Lin, J., Wang, G., Lau, R.W.H.,
Progressive Mirror Detection,
CVPR20(3694-3702)
IEEE DOI 2008
Mirrors, Feature extraction, Image edge detection, Image segmentation, Task analysis, Semantics, Object detection BibRef

Gnutti, A.[Alessandro], Guerrini, F.[Fabrizio], Leonardi, R.[Riccardo],
2D Discrete Mirror Transform for Image Non-Linear Approximation,
ICPR21(9311-9317)
IEEE DOI 2105
Transforms, Binary trees, Data models, Discrete wavelet transforms, Mirrors, Discrete cosine transforms BibRef

Nagar, R., Raman, S.,
SymmMap: Estimation of the 2-D Reflection Symmetry Map and Its Applications,
Symmetry17(1715-1724)
IEEE DOI 1802
Computational modeling, Image segmentation, Mirrors, Shape, Solid modeling BibRef

Nagar, R., Raman, S.,
SymmSLIC: Symmetry Aware Superpixel Segmentation,
Symmetry17(1764-1773)
IEEE DOI 1802
Image edge detection, Image segmentation, Mirrors, Partitioning algorithms, Shape. BibRef

Cicconet, M., Hildebrand, D.G.C., Elliott, H.,
Finding Mirror Symmetry via Registration and Optimal Symmetric Pairwise Assignment of Curves,
Symmetry17(1749-1758)
IEEE DOI 1802
Databases, Eigenvalues and eigenfunctions, Feature extraction, Mirrors, Shape, BibRef

Cicconet, M., Hildebrand, D.G.C., Elliott, H.,
Finding Mirror Symmetry via Registration and Optimal Symmetric Pairwise Assignment of Curves: Algorithm and Results,
Symmetry17(1759-1763)
IEEE DOI 1802
Databases, Eigenvalues and eigenfunctions, Image edge detection, Mirrors, Shape, BibRef

Yang, H.[Heng], Patras, I.[Ioannis],
Mirror, mirror on the wall, tell me, is the error small?,
CVPR15(4685-4693)
IEEE DOI 1510
BibRef

Balzer, J.[Jonathan], Acevedo-Feliz, D.[Daniel], Soatto, S.[Stefano], Hofer, S.[Sebastian], Hadwiger, M.[Markus], Beyerer, J.[Jurgen],
Cavlectometry: Towards Holistic Reconstruction of Large Mirror Objects,
3DV14(448-455)
IEEE DOI 1503
Calibration BibRef

Li, H.S.[Hong-Song], Song, T.[Ting], Wu, Z.H.[Ze-Huan], Ma, J.D.[Jian-Dong], Ding, G.Y.[Gang-Yi],
Reconstruction of a Complex Mirror Surface from a Single Image,
ISVC14(I: 402-412).
Springer DOI 1501
Use the multiple reflections of same environment point. BibRef

Andres del Valle, A.C., Cano, J., Bekkali, A.,
Digital Reflection: Simulating the Mirroring Effect,
ICIP06(1021-1024).
IEEE DOI 0610
BibRef

Zhong, H., Sze, W.F., Hung, Y.S.,
Reconstruction from Plane Mirror Reflection,
ICPR06(I: 715-718).
IEEE DOI 0609
BibRef

Okazaki, K., Kajimi, N., Fukui, Y., Tamura, S., Mitsumoto, H.,
Occlusion-free 3D recovery using mirror images,
ICPR88(I: 17-19).
IEEE DOI 8811
BibRef

Chapter on 2-D Feature Analysis, Extraction and Representations, Shape, Skeletons, Texture continues in
Ribbon Descriptions .


Last update:Sep 10, 2025 at 12:00:25