Single-Perspective Warps in Natural Image Stitching
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Abstract (arXiv)
Results of image stitching can be perceptually divided into single-perspective and multiple-perspective. Compared to the multiple-perspective result, the single-perspective result excels in perspective consistency but suffers from projective distortion. In this paper, we propose two single-perspective warps for natural image stitching. The first one is a parametric warp, which is a combination of the as-projective-as-possible warp and the quasi-homography warp via dual-feature. The second one is a mesh-based warp, which is determined by optimizing a total energy function that simultaneously emphasizes different characteristics of the single-perspective warp, including alignment, naturalness, distortion and saliency. A comprehensive evaluation demonstrates that the proposed warp outperforms some state-of-the-art warps, including homography, APAP, AutoStitch, SPHP and GSP.
Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Feb 2018.
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Citing papers per year: 2021: 1; 2022: 5; 2023: 7; 2024: 4; 2025: 7; 2026: 3.
27 papers.
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- 2023Parallax-Tolerant Unsupervised Deep Image Stitchingcited by 30
- 2021Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlationcited by 28
- 2022Deep Rectangling for Image Stitching: A Learning Baselinecited by 15
- 2022Weakly-Supervised Stitching Network for Real-World Panoramic Image Generationcited by 11
- 2022AbHE: All Attention-based Homography Estimationcited by 7
- 2023TwinTex: Geometry-aware Texture Generation for Abstracted 3D Architectural Modelscited by 5
- 2022Natural Image Stitching Using Depth Mapscited by 4
- 2023Multi-Spectral Image Stitching via Spatial Graph Reasoningcited by 4
- 2023Learning Residual Elastic Warps for Image Stitching under Dirichlet Boundary Conditioncited by 4
- 2023Implicit Neural Image Stitchingcited by 4
- 2024Eliminating Warping Shakes for Unsupervised Online Video Stitchingcited by 4
- 2024Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpaintingcited by 4
15 more
- 2024Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warpingcited by 3
- 2025StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warpscited by 3
- 2022ReF -- Rotation Equivariant Features for Local Feature Matchingcited by 2
- 2023NeRF-Enhanced Outpainting for Faithful Field-of-View Extrapolationcited by 2
- 2023Parallax-Tolerant Image Stitching with Epipolar Displacement Fieldcited by 1
- 2024Neural Augmentation Based Panoramic High Dynamic Range Stitchingcited by 1
- 2025Robust Image Stitching with Optimal Planecited by 1
- 2025LiftProj: Space Lifting and Projection-Based Panorama Stitchingcited by 1
- 2025ChatStitch: Visualizing Through Structures via Surround-View Unsupervised Deep Image Stitching with Collaborative LLM-Agentscited by 0
- 2025Generative Panoramic Image Stitchingcited by 0
- 2025EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registrationcited by 0
- 2025Depth-Supervised Fusion Network for Seamless-Free Image Stitchingcited by 0
- 2026Seamlessly Natural: Image Stitching with Natural Appearance Preservationcited by 0
- 2026UniStitch: Unifying Semantic and Geometric Features for Image Stitchingcited by 0
- 2026Pano360: Perspective to Panoramic Vision with Geometric Consistencycited by 0
- 2026Pano360: Perspective to Panoramic Vision with Geometric Consistency12 Mar 2026
- 2026UniStitch: Unifying Semantic and Geometric Features for Image Stitching11 Mar 2026
- 2026Seamlessly Natural: Image Stitching with Natural Appearance Preservation3 Jan 2026
- 2025LiftProj: Space Lifting and Projection-Based Panorama Stitching30 Dec 2025
- 2025Depth-Supervised Fusion Network for Seamless-Free Image Stitching24 Oct 2025
- 2025EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registration9 Sep 2025
- 2025Robust Image Stitching with Optimal Plane7 Aug 2025
- 2025Generative Panoramic Image Stitching8 Jul 2025
- 2025StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warps8 May 2025
- 2025ChatStitch: Visualizing Through Structures via Surround-View Unsupervised Deep Image Stitching with Collaborative LLM-Agents19 Mar 2025
- 2024Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpainting15 Nov 2024
- 2024Neural Augmentation Based Panoramic High Dynamic Range Stitching7 Sep 2024
15 more
- 2024Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping28 Jun 2024
- 2024Eliminating Warping Shakes for Unsupervised Online Video Stitching11 Mar 2024
- 2023Parallax-Tolerant Image Stitching with Epipolar Displacement Field28 Nov 2023
- 2023NeRF-Enhanced Outpainting for Faithful Field-of-View Extrapolation23 Sep 2023
- 2023TwinTex: Geometry-aware Texture Generation for Abstracted 3D Architectural Models20 Sep 2023
- 2023Implicit Neural Image Stitching4 Sep 2023
- 2023Learning Residual Elastic Warps for Image Stitching under Dirichlet Boundary Condition4 Sep 2023
- 2023Multi-Spectral Image Stitching via Spatial Graph Reasoning31 Jul 2023
- 2023Parallax-Tolerant Unsupervised Deep Image Stitching16 Feb 2023
- 2022AbHE: All Attention-based Homography Estimation6 Dec 2022
- 2022Weakly-Supervised Stitching Network for Real-World Panoramic Image Generation13 Sep 2022
- 2022ReF -- Rotation Equivariant Features for Local Feature Matching10 Mar 2022
- 2022Deep Rectangling for Image Stitching: A Learning Baseline8 Mar 2022
- 2022Natural Image Stitching Using Depth Maps13 Feb 2022
- 2021Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation6 Jul 2021
- 2023Parallax-Tolerant Unsupervised Deep Image Stitchingcited by 30
- 2021Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlationcited by 28
- 2022Deep Rectangling for Image Stitching: A Learning Baselinecited by 15
- 2022Weakly-Supervised Stitching Network for Real-World Panoramic Image Generationcited by 11
- 2022AbHE: All Attention-based Homography Estimationcited by 7
- 2023TwinTex: Geometry-aware Texture Generation for Abstracted 3D Architectural Modelscited by 5
- 2022Natural Image Stitching Using Depth Mapscited by 4
- 2023Multi-Spectral Image Stitching via Spatial Graph Reasoningcited by 4
- 2023Learning Residual Elastic Warps for Image Stitching under Dirichlet Boundary Conditioncited by 4
- 2023Implicit Neural Image Stitchingcited by 4
- 2024Eliminating Warping Shakes for Unsupervised Online Video Stitchingcited by 4
- 2024Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpaintingcited by 4
12 most cited of 26 All 26 (JSON)
- 2026Pano360: Perspective to Panoramic Vision with Geometric Consistency12 Mar 2026
- 2026UniStitch: Unifying Semantic and Geometric Features for Image Stitching11 Mar 2026
- 2026Seamlessly Natural: Image Stitching with Natural Appearance Preservation3 Jan 2026
- 2025LiftProj: Space Lifting and Projection-Based Panorama Stitching30 Dec 2025
- 2025Depth-Supervised Fusion Network for Seamless-Free Image Stitching24 Oct 2025
- 2025EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registration9 Sep 2025
- 2025Robust Image Stitching with Optimal Plane7 Aug 2025
- 2025Generative Panoramic Image Stitching8 Jul 2025
- 2025StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warps8 May 2025
- 2024Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpainting15 Nov 2024
- 2024Neural Augmentation Based Panoramic High Dynamic Range Stitching7 Sep 2024
- 2024Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping28 Jun 2024
12 newest of 26 All 26 (JSON)