Skip to content

Latest commit

 

History

History
167 lines (130 loc) · 23.8 KB

README.md

File metadata and controls

167 lines (130 loc) · 23.8 KB
Raw

awesome-homography-estimation-and-image-alignmentAwesome

This repo contains a curative list of homography estimation, image alignment and related application.

Note: It is worth noting that this repository only focuses on homography estimation methods used for image alignment tasks. Methods for solving poses using homography estimation, such as those on the HPatches benchmarks, are not covered in this repository.

Please feel free to send me pull requests or email to add papers!

If you find this repository useful, please consider STARing this list. Feel free to share this list with others!

There are some similar repositories available, but it appears that they have not been maintained for a long time.

Overview

Homography Estimation

Survey Paper

  • A Review of Homography Estimation: Advances and Challenges, Electronics, 2023. [Paper]
  • Research on Homography Estimation Method Based on Deep Learning, International Conference on Computational & Experimental Engineering and Sciences, 2024. [Paper]

2024

  • paper page DMHomo: Learning Homography with Diffusion Models, ToG. [Paper] [Code]
    • keyword: realistic dataset generation, supervised homography estimation
  • paper UMAD: University of Macau Anomaly Detection Benchmark Dataset, IROS. [Paper] [Code]
  • page CrossHomo: Cross-Modality and Cross-Resolution Homography Estimation, TPAMI. [Paper] [Code]
    • keyword: cross-modality images, cross-resolution images
  • page Gyroflow+: Gyroscope-guided unsupervised deep homography and optical flow learning, IJCV. [Paper] [Code]
  • Unsupervised Homography Estimation with Pixel-level SVDD, TCSVT. [Paper]
  • AbHE: All Attention-Based Homography Estimation, TIM. [Paper] [Code]
  • paper Analyzing the Domain Shift Immunity of Deep Homography Estimation, WACV. [Paper]] [Code]
  • MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation, CVPR. [Paper] [Code]
  • SCPNet: Unsupervised Cross-modal Homography Estimation via Intra-modal Self-supervised Learning, ECCV. [Paper] [Code]
  • Deep Homography Estimation via Dense Scene Matching, RAL. [Paper]
  • STHN: Deep Homography Estimation for UAV Thermal Geo-localization with Satellite Imagery, RAL. [Paper] [Project] [Code]
  • Implicit Neural Image Stitching With Enhanced and Blended Feature Reconstruction, WACV. [Paper] [Code]
  • Deep Unsupervised Homography Estimation for Single-Resolution Infrared and Visible Images Using GNN, Electronics, 2024. [Paper]
  • GFNet: Homography Estimation via Grid Flow Regression, arXiv. [Paper]
  • Homography Estimation with Adaptive Query Transformer and Gated Interaction Module, TCSVT. [Paper]
  • A method of UAV image homography matrix estimation based on deep learning, ICDIP. [Paper]
  • Image Registration Algorithm for Stamping Process Monitoring Based on Improved Unsupervised Homography Estimation, Applied Sciences. [Paper]
  • HomoMatcher: Dense Feature Matching Results with Semi-Dense Efficiency by Homography Estimation, arXiv. [Paper]

2023

  • Edge-aware Correlation Learning for Unsupervised Progressive Homography Estimation, TCSVT. [Paper]
    • keyword: unsupervised homography estimation
  • page Unsupervised Global and Local Homography Estimation with Motion Basis Learning, TPAMI. [Paper] [Code]
    • keyword: unsupervised homography estimation
  • paper page Supervised Homography Learning with Realistic Dataset Generation, ICCV. [Paper] [Code]
    • keyword: realistic dataset generation
  • paper page Semi-supervised Deep Large-Baseline Homography Estimation with Progressive Equivalence Constraint, AAAI. [Paper] [Code]
    • keyword: large baseline dataset
  • Exploring Progressive Hybrid-Degraded Image Processing for Homography Estimation, ICASSP. [Paper]
  • Recurrent homography estimation using homography-guided image warping and focus transformer, CVPR. [Paper] [Code]
  • Bilevel Progressive Homography Estimation Via Correlative Region-Focused Transformer, SSRN. [Paper]
  • Coarse-to-Fine Homography Estimation for Infrared and Visible Images, Electronics. [Paper]
  • Mask-Homo: Pseudo Plane Mask-Guided Unsupervised Multi-Homography Estimation, AAAI. [Paper] [Code]
  • Unsupervised deep homography with multi‐scale global attention, IET Image Processing. [Paper]
  • Homography Estimation in Complex Topological Scenes, arXiv. [Paper]
  • Infrared and Visible Image Homography Estimation Based on Feature Correlation Transformers for Enhanced 6G Space–Air–Ground Integrated Network Perception, Remote Sensing. [Paper]
  • Geometrized transformer for self-supervised homography estimation, ICCV. [Paper] [Code]

2022

  • Iterative deep homography estimation, CVPR. [Paper] [Code]
  • page Unsupervised Homography Estimation with Coplanarity-Aware GAN, CVPR. [Paper] [Code]
    • keyword: unsupervised homography estimation
  • Content-Aware Unsupervised Deep Homography Estimation and its Extensions, TPAMI. [Paper]
    • Keyword: journal version
  • Learning to Generate High-Quality Images for Homography Estimation, ICIP. [Paper]
  • Detail-Aware Deep Homography Estimation for Infrared and Visible Image, Electronics. [Paper]
  • Towards a unified approach to homography estimation using image features and pixel intensities, arXiv. [Paper]

2021

  • Motion Basis Learning for Unsupervised Deep Homography Estimation with Subspace Projection, ICCV. [Paper] [Code]
    • keyword: unsupervised homography estimation
  • paper page Deep Lucas-Kanade Homography for Multimodal Image Alignment, CVPR. [Paper] [Code]
    • keyword: supervised homography estimation
  • page Depth-aware multi-grid deep homography estimation with contextual correlation, TCSVT. [Paper] [Code]
  • Deep Homography Estimation based on Attention Mechanism, ICSAI. [Paper]
  • Perceptual loss for robust unsupervised homography estimation, CVPRw. [Paper]

2020

  • paper Deep homography estimation for dynamic scenes, CVPR. [Paper] [Code]
  • paper page Content-aware unsupervised deep homography estimation, ECCV. [Paper] [Code]
    • keyword: small baseline dataset(CA-Unsupervised dataset)
  • Homography Estimation with Convolutional Neural Networks Under Conditions of Variance, arXiv. [Paper]
  • Robust Homography Estimation via Dual Principal Component Pursuit, CVPR. [Paper]
  • Self-supervised deep homography estimation with invertibility constraints, PRL. [Paper]
  • SRHEN: Stepwise-Refining Homography Estimation Network via Parsing Geometric Correspondences in Deep Latent Space, MM. [Paper]
  • CorNet: Unsupervised Deep Homography Estimation for Agricultural Aerial Imagery, ECCV. [Paper]

2019

  • STN-Homography: Direct estimation of homography parameters for image pairs, Applied Sciences. [Paper]
  • Homography Estimation Based on Error Elliptical Distribution, ICASSP. [Paper]

2018

  • Unsupervised deep homography: A fast and robust homography estimation model, RAL. [Paper]
    • Keyword: unsupervised homography estimation
  • Rethinking Planar Homography Estimation Using Perspective Fields, ACCV. [Paper]

2017

  • Homography estimation from image pairs with hierarchical convolutional networks, ICCVw. [Paper]

2016

  • Deep image homography estimation, arXiv. [Paper] [Unofficial_Code1] [Unofficial_Code2]
    • Keyword: first learning-based supervised homography estimation method, realistic dataset generation

2014

  • HEASK: Robust homography estimation based on appearance similarity and keypoint correspondences, PR. [Paper]

2009

  • Homography estimation, [Paper]

Image Alignment

Date Ref Paper Title Type Code
2024 Access MGHE-Net: A Transformer-Based Multi-Grid Homography Estimation Network for Image Stitching Grid-based
2024 arXiv Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping
2023 CVPR PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment Flow-based Code
2023 ICCV Parallax-Tolerant Unsupervised Deep Image Stitching Code
2022 arXiv Warped Convolutional Networks: Bridge Homography to sl(3) algebra by Group Convolution
2021 CICAI Unsupervised Deep Plane-Aware Multi-homography Learning for Image Alignment
2021 CVPR Localtrans: A multiscale local transformer network for cross-resolution homography estimation
2021 TIP Unsupervised deep image stitching: Reconstructing stitched features to images
2020 TIP Cross-Weather Image Alignment via Latent Generative Model With Intensity Consistency
2020 Journal of Visual Communication and Image Representation A view-free image stitching network based on global homography Code
2020 arXiv Learning edge-preserved image stitching from large-baseline deep homography
2020 CVPR Warping Residual Based Image Stitching for Large Parallax
2020 ECCV Ransac-flow: generic two-stage image alignment Flow-based Code Project
2019 arXiv DeepMeshFlow: Content adaptive mesh deformation for robust image registration Grid-based
2018 ECCV Multimodal image alignment through a multiscale chain of neural networks with application to re mote sensing
2017 CVPR CLKN: Cascaded Lucas–Kanade networks for image alignment
2015 IJCV Rationalizing Efficient Compositional Image Alignment
2014 CVPR Parallax-tolerant Image Stitching
2007 Foundations and Trends® in Computer Graphics and Vision Image alignment and stitching: A tutorial Tutorial

Application

Date Ref Paper Title Code
2024 AAAI Deep Homography Estimation for Visual Place Recognition Code
2024 arXiv STHN: Deep Homography Estimation for UAV Thermal Geo-localization with Satellite Imagery Code Project
2023 IV Homography Estimation for Camera Calibration in Complex Topological Scenes
2022 arXiv SSORN: Self-Supervised Outlier Removal Network for Robust Homography Estimation
2022 Symposium on Applied Computing Semi-Supervised Learning for Image Alignment in Teach and Repeat navigation
2021 arXiv Weather GAN: Multi-Domain Weather Translation Using Generative Adversarial Networks
2021 CVPR Deep homography for efficient stereo image compression Code