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.

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

• https://github.com/tzxiang/awesome-image-alignment-and-stitching
• https://github.com/visionxiang/awesome-computational-photography

• Awesome Homography Estimation and Image Alignment
  • Homography Estimation
  • Image Alignment
  • Application

• 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]

• DMHomo: Learning Homography with Diffusion Models, ToG. [Paper] [Code]
  • keyword: realistic dataset generation, supervised homography estimation
• UMAD: University of Macau Anomaly Detection Benchmark Dataset, IROS. [Paper] [Code]
• CrossHomo: Cross-Modality and Cross-Resolution Homography Estimation, TPAMI. [Paper] [Code]
  • keyword: cross-modality images, cross-resolution images
• 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]
• 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]
• CodingHomo: Bootstrapping Deep Homography With Video Coding, TCSVT. [Paper] [Code]
• Unsupervised Global and Local Homography Estimation with Coplanarity-Aware GAN, TPAMI. [Paper] [Code]
• SeFENet: Robust Deep Homography Estimation via Semantic-Driven Feature Enhancement, arXiv. [Paper]

• Edge-aware Correlation Learning for Unsupervised Progressive Homography Estimation, TCSVT. [Paper]
  • keyword: unsupervised homography estimation
• Unsupervised Global and Local Homography Estimation with Motion Basis Learning, TPAMI. [Paper] [Code]
  • keyword: unsupervised homography estimation
• Supervised Homography Learning with Realistic Dataset Generation, ICCV. [Paper] [Code]
  • keyword: realistic dataset generation
• 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]

• Iterative deep homography estimation, CVPR. [Paper] [Code]
• 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]

• Motion Basis Learning for Unsupervised Deep Homography Estimation with Subspace Projection, ICCV. [Paper] [Code]
  • keyword: unsupervised homography estimation
• Deep Lucas-Kanade Homography for Multimodal Image Alignment, CVPR. [Paper] [Code]
  • keyword: supervised homography estimation
• 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]

• Deep homography estimation for dynamic scenes, CVPR. [Paper] [Code]
• 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]

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

• 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]

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

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

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

• Homography estimation, [Paper]