A convolutional approach to reflection symmetry
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Abstract (arXiv)
We present a convolutional approach to reflection symmetry detection in 2D. Our model, built on the products of complex-valued wavelet convolutions, simplifies previous edge-based pairwise methods. Being parameter-centered, as opposed to feature-centered, it has certain computational advantages when the object sizes are known a priori, as demonstrated in an ellipse detection application. The method outperforms the best-performing algorithm on the CVPR 2013 Symmetry Detection Competition Database in the single-symmetry case. Code and a new database for 2D symmetry detection is available.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Sep 2016.
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Citing papers per year: 2021: 3; 2022: 2; 2023: 1; 2024: 1; 2025: 1; 2026: 2.
10 papers.
- 2022Reflection and Rotation Symmetry Detection via Equivariant Learningcited by 13
- 2021Learning to Discover Reflection Symmetry via Polar Matching Convolutioncited by 11
- 2022Semantic Line Detection Using Mirror Attention and Comparative Ranking and Matchingcited by 4
- 2025CLIPSym: Delving into Symmetry Detection with CLIPcited by 2
- 2021Symmetry Perception by Deep Networks: Inadequacy of Feed-Forward Architectures and Improvements with Recurrent Connectionscited by 1
- 2024Semantic Line Combination Detectorcited by 1
- 2021Recurrently Estimating Reflective Symmetry Planes from Partial Pointcloudscited by 0
- 2023Optimal Transport with Cyclic Symmetrycited by 0
- 2026Classical Versus Deep Mirror-Symmetry Scoring: A Benchmark of Thirteen Methodscited by 0
- 2026ARD-REFSM: Enhancing Reflection Symmetry Detection with Asymmetric Denoising and Rotation Equivariancecited by 0
- 2026ARD-REFSM: Enhancing Reflection Symmetry Detection with Asymmetric Denoising and Rotation Equivariance30 Jul 2026
- 2026Classical Versus Deep Mirror-Symmetry Scoring: A Benchmark of Thirteen Methods9 Jul 2026
- 2025CLIPSym: Delving into Symmetry Detection with CLIP19 Aug 2025
- 2024Semantic Line Combination Detector29 Apr 2024
- 2023Optimal Transport with Cyclic Symmetry22 Nov 2023
- 2022Reflection and Rotation Symmetry Detection via Equivariant Learning31 Mar 2022
- 2022Semantic Line Detection Using Mirror Attention and Comparative Ranking and Matching29 Mar 2022
- 2021Symmetry Perception by Deep Networks: Inadequacy of Feed-Forward Architectures and Improvements with Recurrent Connections8 Dec 2021
- 2021Learning to Discover Reflection Symmetry via Polar Matching Convolution30 Aug 2021
- 2021Recurrently Estimating Reflective Symmetry Planes from Partial Pointclouds30 Jun 2021