Image Stitching

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 33 papers with code (105 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
  17 Apr 2017 159 repositories listed Syntology ran 52 of 83 samples · 31 unverified · 48 pointer-only (licence)
  We present a class of efficient models called MobileNets for mobile and embedded vision applications.
• Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
  5 Oct 2019 5 repositories listed Syntology ran 0 of 20 samples · 20 unverified
  This work presents Kornia -- an open source computer vision library which consists of a set of differentiable routines and modules to solve generic computer vision problems.
• Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation
  6 Jul 2021 4 repositories listed
  Homography estimation is an important task in computer vision applications, such as image stitching, video stabilization, and camera calibration.
• Neural Light Spheres for Implicit Image Stitching and View Synthesis
  26 Sep 2024 2 repositories listed
  Challenging to capture, and challenging to display on a cellphone screen, the panorama paradoxically remains both a staple and underused feature of modern mobile camera applications.
• Deep PCB To COCO Convertor
  1 May 2022 2 repositories listed
  It has 1500 image pairs.
• A Sim2Real Deep Learning Approach for the Transformation of Images from Multiple Vehicle-Mounted Cameras to a Semantically Segmented Image in Bird's Eye View
  8 May 2020 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Accurate environment perception is essential for automated driving.
• StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warps
  8 May 2025 1 repository listed
  To address this issue, we propose StabStitch++, a novel video stitching framework to realize spatial stitching and temporal stabilization with unsupervised learning simultaneously.
• Unsupervised Homography Estimation on Multimodal Image Pair via Alternating Optimization
  20 Nov 2024 1 repository listed
  To address these limitations, we propose AltO, an unsupervised learning framework for estimating homography in multimodal image pairs.
• Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpainting
  15 Nov 2024 1 repository listed
  Current image stitching methods often produce noticeable seams in challenging scenarios such as uneven hue and large parallax.
• Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping
  28 Jun 2024 1 repository listed
  The multiple subsets of feature points are used to calculate the corresponding multiple homographies.
• Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
  17 Jun 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  However, a comprehensive evaluation of their long-context capabilities remains underexplored.
• Reconstructing the Image Stitching Pipeline: Integrating Fusion and Rectangling into a Unified Inpainting Model
  23 Apr 2024 1 repository listed Syntology ran 7 of 10 samples · 3 unverified
  This paper proposes the Simple and Robust Stitcher (SRStitcher), which revolutionizes the image stitching pipeline by simplifying the fusion and rectangling stages into a unified inpainting model, requiring no model…
• RecDiffusion: Rectangling for Image Stitching with Diffusion Models
  28 Mar 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Image stitching from different captures often results in non-rectangular boundaries, which is often considered unappealing.
• Eliminating Warping Shakes for Unsupervised Online Video Stitching
  11 Mar 2024 1 repository listed Syntology ran 3 of 4 samples · 1 unverified
  In this paper, we retarget video stitching to an emerging issue, named warping shake, when extending image stitching to video stitching.
• Towards Robust Image Stitching: An Adaptive Resistance Learning against Compatible Attacks
  25 Feb 2024 1 repository listed Syntology ran 7 of 10 samples · 3 unverified · 10 pointer-only (licence)
  Given a pair of captured images, subtle perturbations and distortions which go unnoticed by the human visual system tend to attack the correspondence matching, impairing the performance of image stitching algorithms.
• Object-level Geometric Structure Preserving for Natural Image Stitching
  20 Feb 2024 1 repository listed
  The topic of stitching images with globally natural structures holds paramount significance, with two main goals: pixel-level alignment and distortion prevention.
• Leveraging Local Patch Alignment to Seam-cutting for Large Parallax Image Stitching
  30 Nov 2023 1 repository listed
  In this paper, we argue that by adding a simple Local Patch Alignment Module (LPAM) into the seam cutting, the final result can be efficiently improved for large parallax image stitching.
• H-RANSAC, an algorithmic variant for Homography image transform from featureless point sets: application to video-based football analytics
  7 Oct 2023 1 repository listed
  In this paper, we propose a generalized RANSAC algorithm, H-RANSAC, to retrieve homography image transformations from sets of points without descriptive local feature vectors and point pairing.
• Implicit Neural Image Stitching
  4 Sep 2023 1 repository listed
  Existing frameworks for image stitching often provide visually reasonable stitchings.
• Learning Residual Elastic Warps for Image Stitching under Dirichlet Boundary Condition
  4 Sep 2023 1 repository listed
  Trendy suggestions for learning-based elastic warps enable the deep image stitchings to align images exposed to large parallax errors.
• Parallax-Tolerant Unsupervised Deep Image Stitching
  16 Feb 2023 1 repository listed Syntology ran 1 of 10 samples · 9 unverified
  First, we propose a robust and flexible warp to model the image registration from global homography to local thin-plate spline motion.
• AugStatic - A Light-Weight Image Augmentation Library
  1 May 2022 1 repository listed
  AugStatic is a custom-built image augmentation library with lower computation costs and more extraordinary salient features compared to other image augmentation libraries.
• Augmented Balanced Image Dataset Generator Using AugStatic Library
  1 May 2022 1 repository listed
  This paper focuses on the image dataset generator that balances an imbalanced dataset using the AugStatic augmentation library.
• Deep Rectangling for Image Stitching: A Learning Baseline
  8 Mar 2022 1 repository listed
  In this paper, we address these issues by proposing the first deep learning solution to image rectangling.
• Geometric Structure Preserving Warp for Natural Image Stitching
  1 Jan 2022 1 repository listed
  Further, an optimized GES energy term is presented to reasonably determine the weights of the sampling points on the geometric structure, and the term is added into the Global Similarity Prior (GSP) stitching model…
• Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images
  24 Jun 2021 1 repository listed
  Even compared with the supervised solutions, our image stitching quality is still preferred by users.
• Leveraging Line-Point Consistence To Preserve Structures for Wide Parallax Image Stitching
  19 Jun 2021 1 repository listed
  Generating high-quality stitched images with natural structures is a challenging task in computer vision.
• Registration of Multiresolution Remote Sensing Images Based on L2-Siamese Model
  19 Nov 2020 1 repository listed
  The registration of multiresolution optical remote sensing images has been widely used in image fusion, change detection, and image stitching.
• More Informed Random Sample Consensus
  18 Nov 2020 1 repository listed
  In the hypothesis sampling step of the proposed method, data is sorted with a sorting algorithm we proposed, which sorts data based on the likelihood of a data point being in the inlier set.
• Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis
  5 Sep 2019 1 repository listed
  We present Poly-GAN, a novel conditional GAN architecture that is motivated by Fashion Synthesis, an application where garments are automatically placed on images of human models at an arbitrary pose.

Syntology lines on 9 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.