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awesome-homography-estimation-and-image-alignmentAwesome

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

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

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Overview

Homography Estimation

Survey Paper

  • A Review of Homography Estimation: Advances and Challenges, Electronics, 2023. [Paper]

2024

  • paperpage DMHomo: Learning Homography with Diffusion Model, ToG. [Paper] [Code]
    • keyword: realistic dataset generation, supervised homography estimation;
  • 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]

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;
  • paperpage Supervised Homography Learning with Realistic Dataset Generation, ICCV. [Paper] [Code]
    • keyword: realistic dataset generation;
  • paperpage Semi-supervised Deep Large-Baseline Homography Estimation with Progressive Equivalence Constraint, AAAI. [Paper] [Code]
    • keyword: large baseline dataset;
  • page Supervised Homography Learning with Realistic Dataset Generation, ICCV. [Paper] [Code]
    • keyword: realistic dataset generation;
  • 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]

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;
  • paperpage 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: Unsuper vised 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] [Unofficial_Code1]
    • Keyword: unsupervised homography estimation;
  • Rethinking Planar Homography Estimation Using Perspective Fields, ACCV. [Paper]

2017

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

2016

  • Deep image homography estimation, arXiv. [Paper] [Unofficial_Code1] [Unofficial_Code2]
    • Keyword: frist 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

2024

  • MGHE-Net: A Transformer-Based Multi-Grid Homography Estimation Network for Image Stitching, Access. [Paper]

2023

  • PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment, CVPR. [Paper] [Code]
  • Parallax-Tolerant Unsupervised Deep Image Stitching, ICCV. [Paper] [Code]

2022

  • Warped Convolutional Networks: Bridge Homography to sl(3) algebra by Group Convolution, arXiv. [Paper]

2021

  • Unsupervised Deep Plane-Aware Multi-homography Learning for Image Alignment, CICAI. [Paper]
  • Localtrans: A multiscale local transformer network for cross-resolution homography estimation, CVPR. [Paper]
  • Unsupervised deep image stitching: Reconstructing stitched features to images, TIP. [Paper]

2020

  • Cross-Weather Image Alignment via Latent Generative Model With Intensity Consistency, TIP. [Paper]
  • A view-free image stitching network based on global homography, Journal of Visual Communication and Image Representation. [Paper] [Code]
  • Learning edge-preserved image stitching from large-baseline deep homography, arXiv. [Paper]
  • Warping Residual Based Image Stitching for Large Parallax, CVPR. [Paper]
  • Ransac-flow: generic two-stage image alignment, ECCV. [Paper] [Website] [Code]

2019

  • DeepMeshFlow: Content adaptive mesh deformation for robust image registration, arXiv. [Paper]

2018

  • Multimodal image alignment through a multiscale chain of neural networks with application to re mote sensing, ECCV. [Paper]

2017

  • CLKN: Cascaded Lucas–Kanade networks for image alignment, CVPR. [Paper]

2015

  • Rationalizing Efficient Compositional Image Alignment, IJCV. [Paper]

2007

  • Image alignment and stitching: A tutorial, Foundations and Trends® in Computer Graphics and Vision. [Paper]

Application

2024

  • Deep Homography Estimation for Visual Place Recognition, AAAI. [Paper] [Code]

2023

  • Homography Estimation for Camera Calibration in Complex Topological Scenes, IV. [Paper]

2022

  • SSORN: Self-Supervised Outlier Removal Network for Robust Homography Estimation, arXiv. [Paper]
  • Semi-Supervised Learning for Image Alignment in Teach and Repeat navigation, Symposium on Applied Computing. [Paper]

2021

  • Weather GAN: Multi-Domain Weather Translation Using Generative Adversarial Networks, arXiv. [Paper] [Code]
  • Deep homography for efficient stereo image compression, CVPR. [Paper] [Code]

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