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https://github.com/visionxiang/awesome-computational-photography

A curated list of awesome resources for topics related to computational photography via deep learning, which mainly focuses on image alignment and stitching.
https://github.com/visionxiang/awesome-computational-photography
List: awesome-computational-photography
computational-photography image-alignment image-matching image-registration image-stitching
Last synced: about 1 month ago
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A curated list of awesome resources for topics related to computational photography via deep learning, which mainly focuses on image alignment and stitching.
Host: GitHub
URL: https://github.com/visionxiang/awesome-computational-photography
Owner: visionxiang
Created: 2021-09-24T15:21:33.000Z (almost 3 years ago)
Default Branch: main
Last Pushed: 2023-12-10T07:43:50.000Z (9 months ago)
Last Synced: 2024-05-22T20:03:45.812Z (4 months ago)
Topics: computational-photography, image-alignment, image-matching, image-registration, image-stitching
Homepage:
Size: 210 KB
Stars: 98
Watchers: 4
Forks: 11
Open Issues: 1
Metadata Files:
- Readme: README.md
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README

        # Computational Photography via Deep Learning

A curated list of awesome resources for topics related to computational photography via deep learning, including but not limited to image matching, image alignment/registration, image stitching and stabilization. 

:heavy_exclamation_mark: Updated 2023.

--------------------------------------------------------------------------------------

## Contents:

- [Stitching](#Stitching)

  - [Image Stitching](#image-stitching)

  - [Video Stitching](#video-stitching)

  - [Stereo Stitching](#stereo-stitching)

  - [Aerial Stitching](#aerial-stitching)

  - [LF Stitching](#lf-stitching)

  - [Stitching Evaluation](#stitching-evaluation)

  - [Stitching Beyond](#stitching-beyond)

- [Image Matching](#Image-Matching)

- [Image Alignment](#Image-Alignment)

- [Stabilization](#Stabilization)

- [Appendix](#Appendix)

--------------------------------------------------------------------------------------

## Stitching

### :triangular_flag_on_post: Image Stitching



**2023**

| **Year** | **Pub.** | **Title**       | **Links**                |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2023   |   arXiv | Parallax-Tolerant Image Stitching with Epipolar Displacement Field   
 _{^{*Jian Yu, Yi Yu, Feipeng Da*}}  | [Paper](https://arxiv.org/abs/2311.16637)/Code

|   2023   |   ICCV  | Parallax-Tolerant Unsupervised Deep Image Stitching  
 _{^{*Nie, Lang and Lin, Chunyu and Liao, Kang and Liu, Shuaicheng and Zhao, Yao*}}  | [Paper](https://arxiv.org/abs/2302.08207)/[Code](https://github.com/nie-lang/UDIS2)

|   2023   |    MM   | Multi-Spectral Image Stitching via Spatial Graph Reasoning  
 _{^{*Zhiying Jiang, Zengxi Zhang, Jinyuan Liu, Xin Fan, Risheng Liu*}}  | [Paper](https://arxiv.org/abs/2307.16741)/Code

|   2023   |   CVPR  | A Large-Scale Homography Benchmark   
 _{^{*Daniel Barath, Dmytro Mishkin, Michal Polic, Wolfgang Förstner, Jiri Matas*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2023/html/Barath_A_Large-Scale_Homography_Benchmark_CVPR_2023_paper.html)/[Code](https://github.com/danini/homography-benchmark)

|   2023   |  CVPR   | Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer   
 _{^{*Si-Yuan Cao, Runmin Zhang, Lun Luo, Beinan Yu, Zehua Sheng, Junwei Li, Hui-Liang Shen*}} | [Paper](https://openaccess.thecvf.com/content/CVPR2023/html/Cao_Recurrent_Homography_Estimation_Using_Homography-Guided_Image_Warping_and_Focus_Transformer_CVPR_2023_paper.html)/[Code](https://github.com/imdumpl78/RHWF)

|   2023   |   AAAI  | Semi-supervised Deep Large-baseline Homography Estimation with Progressive Equivalence Constraint  
 _{^{*Hai Jiang, Haipeng Li, Yuhang Lu, Songchen Han, Shuaicheng Liu*}} | [Paper](https://arxiv.org/abs/2212.02763)/[Code](https://github.com/megvii-research/LBHomo)

|   2023     |  AAAI | Pixel-Wise Warping for Deep Image Stitching  
 _{^{*Hyeokjun Kweon, Hyeonseong Kim, Yoonsu Kang, Youngho Yoon, WooSeong Jeong, and Kuk-Jin Yoon*}_{| [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/25202)/Code

|   2023    |  TIP | Deep Rotation Correction without Angle Prior 
 _{^{*Lang Nie, Shuaicheng Liu, et al.*}_{| [Paper](https://arxiv.org/abs/2207.03054)/[Code](https://github.com/nie-lang/RotationCorrection)

|   2023   |   TMM   | Natural Image Stitching With Layered Warping Constraint  
 _{^{*Zhihao Zhang; Xianqiang Yang; Chao Xu*}} | [Paper](https://ieeexplore.ieee.org/abstract/document/9612024)/Code}}}}

**2022**

| **Year** | **Pub.** | **Title**       | **Links**                |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   --     |  arXiv | Warped Convolutional Networks: Bridge Homography to sl(3) algebra by Group Convolution 
 _{^{*Xinrui Zhan, Jianke Zhu, et al.*}_{| [Paper](https://arxiv.org/abs/2206.11657)/[Code](https://github.com/zhanxinrui/warped-convolution-networks)

|   --     |  arXiv | Natural Image Stitching Using Depth Maps  
 _{^{*Tianli Liao, Nan Li*}_{| [Paper](https://arxiv.org/pdf/2202.06276.pdf)/Code 

|   2022   |   MM   | Towards All Weather and Unobstructed Multi-Spectral Image Stitching: Algorithm and Benchmark 
 _{^{*Zhiying Jiang, Zengxi Zhang, Xin Fan, Risheng Liu*}} | [Paper](https://dl.acm.org/doi/abs/10.1145/3503161.3547966)/Code

|   2022   |  ECCV  | Weakly-Supervised Stitching Network for Real-World Panoramic Image Generation 
 _{^{*Dae-Young Song, Geonsoo Lee, HeeKyung Lee, Gi-Mun Um, Donghyeon Cho*}_{| [Paper](https://arxiv.org/abs/2209.05968)/[Code](https://github.com/EadCat/WeaklySupervisedStitchingNetwork)/[Proj](https://eadcat.github.io/WSSN/)

|   2022   |  CVPR  | Geometric Structure Preserving Warp for Natural Image Stitching  
 _{^{*Peng Du, Jifeng Ning, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2022/html/Du_Geometric_Structure_Preserving_Warp_for_Natural_Image_Stitching_CVPR_2022_paper.html)/[Code](https://github.com/flowerDuo/GES-GSP-Stitching) 

|   2022   |  CVPR  | Automatic Color Image Stitching Using Quaternion Rank-1 Alignment 
 _{^{*Jiaxue Li, Yicong Zhou*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2022/html/Li_Automatic_Color_Image_Stitching_Using_Quaternion_Rank-1_Alignment_CVPR_2022_paper.html)/Code

|   2022   |  CVPR  | Deep Rectangling for Image Stitching: A Learning Baseline 
 _{^{*Lang Nie, Chunyu Lin, et al.*}_{| [Paper](https://arxiv.org/abs/2203.03831)/[Code](https://github.com/nie-lang/DeepRectangling)

|   2022   |  CVPR  | Unsupervised Homography Estimation With Coplanarity-Aware GAN 
 _{^{*Mingbo Hong, Shuaicheng Liu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2022/html/Hong_Unsupervised_Homography_Estimation_With_Coplanarity-Aware_GAN_CVPR_2022_paper.html)/[Code](https://github.com/megvii-research/HomoGAN)

|   2022   |  CVPR  | Iterative Deep Homography Estimation  
 _{^{*Si-Yuan Cao, Jianxin Hu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2022/html/Cao_Iterative_Deep_Homography_Estimation_CVPR_2022_paper.html)/[Code](https://github.com/imdumpl78/IHN)

|   2022   | TCSVT  | Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation   
 _{^{*Lang Nie, Shuaicheng Liu, et al.*}_{| [Paper](https://arxiv.org/pdf/2107.02524.pdf)/[Code](https://github.com/nie-lang/Multi-Grid-Deep-Homogarphy) |

|  2022   |  NeuCom | Learning edge-preserved image stitching from multi-scale deep homography 
 _{^{*Lang Nie, Chunyu Lin, et al.*}_{| [Paper](https://www.sciencedirect.com/science/article/pii/S0925231221018701?casa_token=Ipwo0k75uHYAAAAA:xuMPfZ_BU8mG-zbrHcYKnsNAv4hRnvflFysjigPfRIeDQ17ep6g958A7QZVYzUxnm2TcfF3hWg)/Code}}}}}}}}}}}}}}}}}}}}

**2021**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2021   | ICCV  | Minimal Solutions for Panoramic Stitching Given Gravity Prior  
 _{^{*Yaqing Ding, Daniel Barath, Zuzana Kukelova*}_{| [Paper](https://arxiv.org/abs/2012.00465)/Code               |

|   2021   | ICCV  | Motion Basis Learning for Unsupervised Deep Homography Estimation with Subspace Projection `DH`   
 _{^{*Nianjin Ye, Shuaicheng Liu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/ICCV2021/html/Ye_Motion_Basis_Learning_for_Unsupervised_Deep_Homography_Estimation_With_Subspace_ICCV_2021_paper.html)/[Code](https://github.com/megvii-research/BasesHomo) |

|   2021   |   CVPR   | Leveraging Line-Point Consistence To Preserve Structures for Wide Parallax Image Stitching   
 _{^{*Qi Jia, ZhengJun Li, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Jia_Leveraging_Line-Point_Consistence_To_Preserve_Structures_for_Wide_Parallax_Image_CVPR_2021_paper.pdf)/[Code](https://github.com/dut-media-lab/Image-Stitching) |

|   2021   |   CVPR   | Deep Lucas-Kanade Homography for Multimodal Image Alignment  
 _{^{*Yiming Zhao, Xinming Huang, Ziming Zhang*}_{| [Paper](https://arxiv.org/abs/2104.11693)/[Code](https://github.com/placeforyiming/CVPR21-Deep-Lucas-Kanade-Homography) |

|   2021   |   PAMI   | Rolling Shutter Homography and its Applications              
 _{^{*Yizhen Lao, Omar Ait-Aider*}_{| [Paper](https://ieeexplore.ieee.org/abstract/document/9020067?casa_token=wY4f6AyKIm8AAAAA:HqPuYmhaCYKwkXV0szDhSJVPC1cpyUF_mza3du9CjRvDfVvYpza-kiXscNGbD3emJjt4PUAR)/Code     |

|   2021   |   TIP    | Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images `DH`   
 _{^{*Lang Nie, Shuaicheng Liu, et al.*}_{| [Paper](https://arxiv.org/abs/2106.12859)/[Code](https://github.com/nie-lang/UnsupervisedDeepImageStitching) |

|   2021   |   TIP    | Image Stitching Based on Semantic Planar Region Consensus    
 _{^{*Aocheng Li, Jie Guo, Yanwen Guo*}_{| [Paper](https://arxiv.org/abs/2007.02722)/Code                                                   |

|   2021   |   TVCG   | Content-Preserving Image Stitching With Piecewise Rectangular Boundary Constraints   
 _{^{*Yun Zhang, Yu-Kun Lai, Fang-Lue Zhang*}_{| [Paper](https://ieeexplore.ieee.org/document/8954740)/Code                                                   |

|   2021   |    PR    | Edge-guided Composition Network for Image Stitching          
 _{^{*Qinyan Dai, Faming Fang, Juncheng Li, Guixu Zhang, Aimin Zhou*}_{| [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0031320321002065)/Code |

|   2021   |    PR    | Image stitching based on angle-consistent warping     
 _{^{*Yinqi Chen, Huicheng Zheng, Yiyan Ma, Zhiwei Yan*}_{| [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0031320321001801)/Code |

|   2021   |   SPL    | End-to-End Image Stitching Network via Multi-Homography Estimation   
 _{^{*Dae-Young Song, et al.*}_{| [Paper](https://ieeexplore.ieee.org/abstract/document/9393563)/Code |

|   2021   |  NeuCom | Image stitching via deep homography estimation   
 _{^{*Qiang Zhao, Yike Ma, Chen Zhu, Chunfeng Yao, Bailan Feng, Feng Dai*}_{| [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0925231221004859)/Code}}}}}}}}}}}}}}}}}}}}}}}}

**2020**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   --   | arXiv  | Vanishing Point Guided Natural Image Stitching     
 _{^{*Kai Chen, Jian Yao, et al.*}_{| [Paper](https://arxiv.org/abs/2004.02478)/[Proj](https://cvrs.whu.edu.cn/vpgstitching/)          |

|   2020   |   ECCV   | Image Stitching and Rectification for Hand-Held Cameras    
 _{^{*Bingbing Zhuang, Quoc-Huy Tran*}_{| [Paper](https://www.nec-labs.com/uploads/Documents/Media-Analytics/research-papers/Image_Stitching_and_Rectification_for_Hand-Held_Cameras.pdf)/[Proj](https://www.nec-labs.com/~mas/RS-APAP/) |

|   2020   |   ECCV   | Content-Aware Unsupervised Deep Homography Estimation   `DH`    
 _{^{*Jirong Zhang, Shuaicheng Liu, et al.*}_{| [Paper](https://arxiv.org/abs/1909.05983)/[Code](https://github.com/JirongZhang/DeepHomography) |

|   2020   |    MM    | SRHEN: Stepwise-Refining Homography Estimation Network via Parsing Geometric Correspondences in Deep Latent Space `COCO` 
 _{^{*Yi Li, Wenjie Pei, Zhenyu He*}_{| [Paper](https://dl.acm.org/doi/pdf/10.1145/3394171.3413870)/[Code](https://github.com/lyres/SRHEN) |

|   2020   |   CVPR   | Warping Residual Based Image Stitching for Large Parallax   
 _{^{*Kyu-Yul Lee, Jae-Young Sim*}_{| [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Lee_Warping_Residual_Based_Image_Stitching_for_Large_Parallax_CVPR_2020_paper.pdf)/Code |

|   2020   |   CVPR   | Deep Homography Estimation for Dynamic Scenes  `DH`       
 _{^{*Hoang Le, Feng Liu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Le_Deep_Homography_Estimation_for_Dynamic_Scenes_CVPR_2020_paper.pdf)/[Code](https://github.com/lcmhoang/hmg-dynamics) |

|   2020   |   CVPR   | Robust Homography Estimation via Dual Principal Component Pursuit  
 _{^{*Tianjiao Ding, et al.*}_{| [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Ding_Robust_Homography_Estimation_via_Dual_Principal_Component_Pursuit_CVPR_2020_paper.pdf)/[Code](https://github.com/tianjiaoding/DPCP-Homography)                                                   |

|   2020   |   TIP    | An Unordered Image Stitching Method Based on Binary Tree and Estimated Overlapping Area    
 _{^{*Zhong Qu, et al.*}_{| [Paper](https://ieeexplore.ieee.org/abstract/document/9093140/)/Code     |

|   2020   |   TIP    | Single-Perspective Warps in Natural Image Stitching       
 _{^{*Tianli Liao, Nan Li*}_{| [Paper](https://arxiv.org/abs/1802.04645)/[Code1](https://github.com/tlliao/Single-perspective-warps)
[Code2](https://github.com/tlliao/Single-perspective-warps-multiple) |

|   2020   |   TMM    | Image-Only Real-Time Incremental UAV Image Mosaic for Multi-Strip Flight  
 _{^{*Fangbing Zhang, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/9103112)/Code                                                   |

|   2020   |  JSTSP   | Attentive Deep Stitching and Quality Assessment for 360° Omnidirectional Images  
 _{^{*Jia Li, et al.*}_{| [Paper](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8903278&casa_token=-GdkCo2qmfIAAAAA:GbByoLo8XDRu7PCBD-kH-bvgT6R9Zl9_P9KtnTRz47jMbAqDPBve9UrBWTkA9sGpwa1OgLc&tag=1)/Code |   

|   2020   |  JVCIR  |  A view-free image stitching network based on global homography  
 _{^{*Lang Nie, Chunyu Lin, Kang Liao, Meiqin Liu, Yao Zhao*}_{| [Paper](https://www.sciencedirect.com/science/article/abs/pii/S1047320320301784)/[Code](https://github.com/nie-lang/DeepImageStitching-1.0)}}}}}}}}}}}}}}}}}}}}}}}}

**2019**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2019   |   ICCV   | Homography From Two Orientation- and Scale-Covariant Features   
 _{^{*Daniel Barath, Zuzana Kukelova*}}     | [Paper](https://arxiv.org/pdf/1906.11927.pdf)/[Code](https://github.com/danini/homography-from-sift-features) |

|   2019   |   TIP    | Robust Alignment for Panoramic Stitching Via an Exact Rank Constraint   
 _{^{*Yuelong Li, Mohammad Tofighi, Vishal Monga*}}         | [Paper](https://ieeexplore.ieee.org/document/8684316)/[Code](http://signal.ee.psu.edu/research/BRAS.html) |

|   2019   |   TMM    | A Novel Projective-Consistent Plane Based Image Stitching Method   
 _{^{*Jin Zheng, et al.*}_{| Paper/Code                                                   |

|   2019   |   TMM    | Shape-Optimizing and Illumination-Smoothing Image Stitching     
 _{^{*Shiguang Liu, Qingpeng Chai*}}              | Paper/Code    |

|   2019   |   GRSM   | Remote Sensing Image Mosaicking: Achievements and Challenges   
 _{^{*Xinghua Li, Ruitao Feng, et al.*}}    | [Paper](https://ieeexplore.ieee.org/document/8937068)/Code   |}}

**2018**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2018   |   ECCV   | Object-centered image stitching     
 _{^{*Charles Herrmann, Ramin Zabih, et al.*}_{|  [Paper](https://openaccess.thecvf.com/content_ECCV_2018/papers/Charles_Herrmann_Object-centered_image_stitching_ECCV_2018_paper.pdf)/Code                                                   |

|   2018   |   ECCV   | Robust image stitching with multiple registrations    
 _{^{*Herrmann, Charles, Zabih, Ramin, et al.*}_{| [Paper](https://openaccess.thecvf.com/content_ECCV_2018/papers/Charles_Herrmann_Robust_image_stitching_ECCV_2018_paper.pdf)/Code   |

|   2018   |   TMM    | Parallax-Tolerant Image Stitching Based on Robust Elastic Warping  
 _{^{*Jing Li, Zhengming Wang, Shiming Lai, Yongping Zhai, Maojun Zhang*}_{| [Paper](https://ieeexplore.ieee.org/document/8119833)/[Code](https://github.com/gain2217/Robust_Elastic_Warping) |

|   2018   |   TMM    | Quasi-Homography Warps in Image Stitching    
 _{^{*Nan Li, Yifang Xu, Chao Wang*}_{|  [Paper](https://ieeexplore.ieee.org/document/8101022)/Code   |

|   2018   |   PR   | Image Stitching by Line-guided Local Warping with Global Similarity Constraint   
 _{^{*Tian-Zhu Xiang, Gui-Song Xia, Xiang Bai, Liangpei Zhang*}_{| [Paper](https://arxiv.org/abs/1702.07935)/Code

|   2018   |  RA-L  | Unsupervised deep homography: A fast and robust homography estimation model `DH` `MS-COCO`  
 _{^{*Ty Nguyen, et al.*}_{| [Paper](https://arxiv.org/abs/1709.03966)/[Code](https://github.com/tynguyen/unsupervisedDeepHomographyRAL2018)  |}}}}}}}}}}}}

**2017**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2017   |  ICCVW  | Homography Estimation from Image Pairs with Hierarchical Convolutional Networks `DH` `MS-COCO`  
 _{^{*F E Nowruzi, et al.*}_{| [Paper](https://openaccess.thecvf.com/content_ICCV_2017_workshops/w17/html/Nowruzi_Homography_Estimation_From_ICCV_2017_paper.html)/[Code](https://github.com/erlikn/tf_dh_py)

|   2017   |  CVPR  | Direct Photometric Alignment by Mesh Deformation             
 _{^{*Kaimo Lin, Shuaicheng Liu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content_cvpr_2017/papers/Lin_Direct_Photometric_Alignment_CVPR_2017_paper.pdf)/[Code](https://github.com/lxlscut/optical2.0)   |}}}}

**2016**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2016   |   ECCV   | SEAGULL: Seam-Guided Local Alignment for Parallax-Tolerant Image Stitching   
 _{^{*Kaimo Lin, Nianjuan Jiang, et al.*}_{| [Paper](https://link.springer.com/chapter/10.1007/978-3-319-46487-9_23)/[Proj](http://linkaimo.com/publications/ImageStitching/ImageStitching.html)                                                   |

|   2016   |   ECCV   | Natural Image Stitching with the Global Similarity Prior    
 _{^{*Y.-S. Chen, Yung-Yu Chuang*}_{| [Paper](https://link.springer.com/chapter/10.1007/978-3-319-46454-1_12)/[Code](https://github.com/nothinglo/NISwGSP) |

|   2016   |   RSS-W   |  Deep Image Homography Estimation `DH` `MS-COCO`   
 _{^{*Daniel DeTone, et al.*}_{| [Paper](https://arxiv.org/abs/1606.03798)/[Code](https://github.com/mazenmel/Deep-homography-estimation-Pytorch)

|   2016   |   TIP    | Multi-Viewpoint Panorama Construction With Wide-Baseline Images  
 _{^{*Guofeng Zhang; Yi He; Weifeng Chen; Jiaya Jia; Hujun Bao*}_{| [Paper](http://www.cad.zju.edu.cn/home/gfzhang/projects/panorama/pano-tip-print.pdf)/Code}}}}}}}}

**2015 & before**

| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2015   |   ICCV   |  Dual-Feature Warping-Based Motion Model Estimation  
 _{^{*Shiwei Li, Lu Yuan, Jian Sun, Long Quan*}_{| [Paper](https://openaccess.thecvf.com/content_iccv_2015/html/Li_Dual-Feature_Warping-Based_Motion_ICCV_2015_paper.html)/Code

|   2015   |   CVPR   | Adaptive As-Natural-As-Possible Image Stitching  
 _{^{*Chung-Ching Lin, S. U. Pankanti, K. N. Ramamurthy, and Aleksandr Y. Aravkin*}_{| [Paper](https://openaccess.thecvf.com/content_cvpr_2015/papers/Lin_Adaptive_As-Natural-As-Possible_Image_2015_CVPR_paper.pdf)/[Code](https://github.com/YaqiLYU/AANAP)

|   2014   |   CVPR   |  Shape-preserving half-projective warps for image stitching 
 _{^{*Che-Han Chang, Yoichi Sato, Yung-Yu Chuang*}_{| [Paper](https://www.cv-foundation.org/openaccess/content_cvpr_2014/html/Chang_Shape-Preserving_Half-Projective_Warps_2014_CVPR_paper.html)/Code

|   2014   |   CVPR  |  Parallax-tolerant Image Stitching  
 _{^{*Fan Zhang and Feng Liu*}_{| [Paper](https://openaccess.thecvf.com/content_cvpr_2014/papers/Zhang_Parallax-tolerant_Image_Stitching_2014_CVPR_paper.pdf)

|   2013   |   CVPR   |  As-Projective-As-Possible Image Stitching with Moving DLT  
 _{^{*Julio Zaragoza, Tat-Jun Chin, Michael S. Brown, David Suter*}_{| [Paper](https://www.cv-foundation.org/openaccess/content_cvpr_2013/papers/Zaragoza_As-Projective-As-Possible_Image_Stitching_2013_CVPR_paper.pdf)/[Code](https://cs.adelaide.edu.au/~tjchin/apap/)
[Ext](https://ieeexplore.ieee.org/document/6682890)/[C++](https://github.com/egoist-sx/AsProjectiveAsPossible) |

|   2013   |  EG | Seam-Driven Image Stitching   
 _{^{*Junhong Gao, Yu Li, Tat-Jun Chin, Michael S. Brown*}_{|  [Paper](https://yu-li.github.io/paper/eg13_stitching.pdf)/Code

|   2012   |   TOG    | Panorama weaving: fast and flexible seam processing      
 _{^{*Brian Summa, et al.*}_{| [Paper](http://www.sci.utah.edu/~bsumma/projects/weaving/index.html)/[Proj](http://www.sci.utah.edu/~bsumma/projects/weaving/index.html) |

|   2011   | CVPR  | Smoothly varying affine stitching   
 _{^{*Wen-Yan Lin, Siying Liu, Y Matsushita, Tian-Tsong Ng, Loong-Fah Cheong*}_{| [Paper](https://ieeexplore.ieee.org/document/5995314)/[Code](https://sites.google.com/site/laoszefei81/home/code-1/code-for-smoothly-varying-affine-stitching)

|   2011   | CVPR | Constructing image panoramas using dual-homography warping 
 _{^{*Junhong Gao, Seon Joo Kim, Michael S. Brown*}_{| [Paper](https://ieeexplore.ieee.org/document/5995433)/Code

|   2007  |  IJCV | Automatic panoramic image stitching using invariant features 
 _{^{*Matthew Brown and David G. Lowe*}_{| [Paper](http://matthewalunbrown.com/papers/ijcv2007.pdf)/[Demo](http://matthewalunbrown.com/autostitch/autostitch.html)

|   2006  | FTCGV |  Image alignment and stitching: a tutorial 
 _{^{*Richard Szeliski*}_{| [Paper](https://ieeexplore.ieee.org/document/8187154?arnumber=8187154)}}}}}}}}}}}}}}}}}}}}}}

### :triangular_flag_on_post: Video Stitching



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|  2019   |   BMVC   | Video Stitching for Linear Camera Arrays `CNNStitch`   
 _{^{*Wei-Sheng Lai, et al.*}}     | [Paper](https://jankautz.com/publications/VideoStitching_BMVC19.pdf)/[arXiv](https://arxiv.org/abs/1907.13622)
[Proj](http://vllab.ucmerced.edu/wlai24/video_stitching/) |

|  2018   |   TIP    | Dynamic Video Stitching via Shakiness Removing               
 _{^{*Yongwei Nie, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/8003352)/[Code](https://github.com/SuTanTank/VideoStitchingViaShakinessRemoving) |

|  2016   |   TOG    | Jump: Virtual reality video        
 _{^{*Robert Anderson, et al.*}_{| [Paper](https://dl.acm.org/doi/pdf/10.1145/2980179.2980257)/Code        |

|  2016   |   TIP    | Joint Video Stitching and Stabilization From Moving Cameras   
 _{^{*Heng Guo, Shuaicheng Liu, Tong He, Shuyuan Zhu, Bing Zeng, Moncef Gabbouj*}_{| [Paper](http://www.liushuaicheng.org/TIP/VideoStitching2016/tip16.pdf)/[Proj](http://www.liushuaicheng.org/TIP/VideoStitching2016/index.html)/[Data](http://www.liushuaicheng.org/TIP/VideoStitching2016/index.html)

|  2016   |   CGF    | Seamless Video Stitching from Hand-held Camera Inputs   
 _{^{*Kaimo Lin, Shuaicheng Liu, Loong-Fah Cheong, Bing Zeng*}_{| [Paper](https://onlinelibrary.wiley.com/doi/abs/10.1111/cgf.12848)/[Data](https://drive.google.com/drive/folders/11ymZ2VAHE3FS-QKDMn_TIv6Mq_Ky5X52?usp=sharing)}}}}}}}}

### :triangular_flag_on_post: Stereo Stitching



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2021   |   CVPR   | Deep Homography for Efficient Stereo Image Compression       
 _{^{*Xin Deng, Mai Xu, et al.*}_{| [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Deng_Deep_Homography_for_Efficient_Stereo_Image_Compression_CVPR_2021_paper.pdf)/[Code](https://github.com/ywz978020607/HESIC)               |

|   2020   | InfoSci  | Shape-optimizing mesh warping method for stereoscopic panorama stitching     
 _{^{*Weiqing Yan, Guanghui Yue, Jindong Xu, Yanwei Yu, Kai Wang, Chang Tang, Xiangrong Tong*}_{| [Paper](https://yuyanwei.github.io/papers/weiqing2020shapeIS.pdf)/Code

|   2020   |   TMM    | Stereoscopic Image Stitching via Disparity-Constrained Warping and Blending   
 _{^{*Xiaoting Fan, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/8784251)/Code   |

|   2018   | ICCASP   | A Natural Shape-Preserving Stereoscopic Image Stitching    
 _{^{*Haoqian Wang; Yaling Zhou; Xingzheng Wang; Lu Fang*}_{| [Paper](https://ieeexplore.ieee.org/document/8461411)/Code

|   2016   |  TCSVT   | Stereoscopic image stitching based on a hybrid warping model   
 _{^{*Yan, Weiqing and Hou, Chunping and Lei, Jianjun and Fang, Yuming and Gu, Zhouye and Ling, Nam*}_{| [Paper](http://sim.jxufe.cn/JDMKL/pdf/Stereoscopic%20image%20stitching%20based%20on%20a%20hybrid%20warping%20model.pdf)/Code

|   2015   |   CVPR   | Casual Stereoscopic Panorama Stitching   
 _{^{*Fan Zhang and Feng Liu*}_{| [Paper](https://pages.cs.wisc.edu/~fliu/project/stereostitch/)/Code}}}}}}}}}}}}

### :triangular_flag_on_post: Aerial Stitching



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

| 2020 | ISPRS | Jointly Optimizing Global and Local Color Consistency for Multiple Image Mosaicking    
 _{^{*Li Li, Menghan Xia, Chi Liu, Liang Li, Hanyun Wang, Jian Yao*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0924271620302781?dgcid=rss_sd_all)/Code

| 2019 |  GRSM   | Remote Sensing Image Mosaicking: Achievements and Challenges   
 _{^{*Xinghua Li; Ruitao Feng; Xiaobin Guan; Huanfeng Shen; Liangpei Zhang*}}  | [Paper](https://ieeexplore.ieee.org/abstract/document/8937068)/Code

| 2019 |  ISPRS  | A Closed-Form Solution for Multi-view Color Correction with Gradient Preservation   
 _{^{*Menghan Xia, Jian Yao, Zhi Gao*}}  | [Paper](https://menghanxia.github.io/papers/2019_Color_Consistency_Optimization_isprs_journal.pdf)/[Code](https://github.com/MenghanXia/ColorConsistency)

| 2019 | ISPRS | Seamline network generation based on foreground segmentation for orthoimage mosaicking   
 _{^{*Li Li, Jingmin Tu, Ye Gong, Jian Yao, Jie Li*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0924271618303319)/Code

| 2018 | ISPRS | Guided Color Consistency Optimization for Image Mosaicking  
 _{^{*Renping Xie, Menghan Xia, Jian Yao, Li Li*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0924271616305731)/Code

| 2017 | PR | Globally consistent alignment for planar mosaicking via topology analysis  
 _{^{*Menghan Xia, Jian Yao, Renping Xie, Li Li, Wei Zhang*}} | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0031320317300201)/[Proj](http://cvrs.whu.edu.cn/projects/PlanarMosaicking)/[Code](https://github.com/MenghanXia/AutoStitching) | 

### :triangular_flag_on_post: LF Stitching



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2020   |   TIP    | Parallax Tolerant Light Field Stitching for Hand-Held Plenoptic Cameras 
 _{^{*Xin Jin, Pei Wang, Qionghai Dai*}_{| [Paper](https://ieeexplore.ieee.org/document/8864107)/Code                                                   |}}

### :triangular_flag_on_post: Stitching Evaluation



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2020   |   TIP    | A Metric for Video Blending Quality Assessment        
 _{^{*Zhe Zhu, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/8917932)/Code                                                   |

|   2019   |    MM    | Cross-Reference Stitching Quality Assessment for 360° Omnidirectional Images    
 _{^{*Jia Li, et al.*}_{| [Paper](http://cvteam.net/papers/2019-ACMMM-Cross-Reference%20Stitching%20Quality%20Assessment%20for%20360%C2%B0%20Omnidirectional%20Images.pdf)/[Proj](http://cvteam.net/projects/MM19-CROSS/MM2019.html) |

|   2019   |   TIP    | Subjective and Objective Quality Assessment of Stitched Images for Virtual Reality    
 _{^{*Pavan C. Madhusudana, Rajiv Soundararajan*}_{| [Paper](https://ieeexplore.ieee.org/document/8736985)/Code    |}}}}}}

### :triangular_flag_on_post: Stitching Beyond



| **Year** | **Pub.** | **Title**                                                    | **Links**                                                  |

| :------: | :------: | :----------------------------------------------------------- | :--------------------------------------------------------- |

|   2021   |   PAMI   | CrossNet++: Cross-Scale Large-Parallax Warping for Reference-Based Super-Resolution | Yang Tan, et al. | [Paper](https://ieeexplore.ieee.org/document/9099445?source=tocalert&dld=Z21haWwuY29t)/Code

|   2018   |   ECCV   | GridFace: Face Rectification via Learning Local Homography Transformations    
 _{^{*Erjin Zhou, Zhimin Cao, Jian Sun*}_{| [Paper](https://openaccess.thecvf.com/content_ECCV_2018/papers/Zhou_GridFace_Face_Rectification_ECCV_2018_paper.pdf)/Code |

|   2020   |   PAMI   | Ambiguity-Free Radiometric Calibration for Internet Photo Collections    
 _{^{*Zhipeng Mo, Yasuyuki Matsushit, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/8651349)/Code |

|   2019   |   TOG    | Video Extrapolation Using Neighboring Frames                 
 _{^{*Sangwoo Lee, et al.*}_{| [Paper](https://dl.acm.org/doi/10.1145/3196492)/Code       |

|   2019   |   TIP    | Panoramic Background Image Generation for PTZ Cameras   
 _{^{*Hongwei Yong, et al.*}_{| [Paper](https://ieeexplore.ieee.org/document/8625516)/Code                 |}}}}}}}}

## Image Matching

Part curated paper list for deep learning-based image matching.

#### Overview

| **Year** | **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2021   |   IJCV   | Image Matching from Handcrafted to Deep Features: A Survey   | Jiayi Ma, Xingyu Jiang, et al.                               | Paper/Code                                                   |

|   2021   |  INFFUS  | A review of multimodal image matching: methods and applications | Xingyu Jiang, Jiayi Ma, et al.                               | Paper/[Data](https://github.com/StaRainJ/Multi-modality-image-matching-database-metrics-methods) |

|   2021   |   ICCV   | Matching in the Dark: A Dataset for Matching Image Pairs of Low-light Scenes   | W. Song, Takayuki Okatani, et al.   | [Paper](https://arxiv.org/abs/2109.03585)/Code               |

#### 2022  

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   ECCV   | ECO-TR: Efficient Correspondences Finding Via Coarse-to-Fine Refinement    | Dongli Tan, Rongrong Ji, et al.  | Paper/Code                                                   | 

|   AAAI   |  Guide Local Feature Matching by Overlap Estimation  | Ying Chen, Dihe Huang, et al. | [Paper](https://aaai-2022.virtualchair.net/poster_aaai7556)/[Code](https://github.com/AbyssGaze/OETR)

#### 2021 

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   PAMI   | Joint detection and matching of feature points in multimodal images   | Elad Ben Baruch, Yosi Keller   | Paper/Code                                                   |

|   TIP    | Multi-Relation Attention Network for Image Patch Matching    | Dou Quan, et al.                                             | Paper/Code                                                   |

|   ICCV   | COTR: Correspondence Transformer for Matching Across Images  | Wei Jiang, Eduard Trulls, et al.                             | [Paper](https://arxiv.org/abs/2103.14167)/[Code](https://github.com/ubc-vision/COTR) |

|   ICCV   | Warp Consistency for Unsupervised Learning of Dense Correspondences | Prune Truong, Luc Van Gool, et al.                           | [Paper](https://arxiv.org/abs/2104.03308)/[Code](https://github.com/PruneTruong/DenseMatching) |

|   CVPR   | LoFTR: Detector-Free Local Feature Matching with Transformers | Jiaming Sun, Xiaowei Zhou, et al. | [Paper](https://arxiv.org/abs/2104.00680)/[Code](https://github.com/zju3dv/LoFTR)
[Proj](https://zju3dv.github.io/loftr/) |

|   CVPR   | SOLD2: Self-supervised Occlusion-aware Line Description and Detection | Rémi Pautrat, Marc Pollefeys, et al. | [Paper](https://arxiv.org/abs/2104.03362)/[Code](https://github.com/cvg/SOLD2)

|   CVPR   | Convolutional Hough Matching Networks                        |                                                              | [Paper](https://arxiv.org/abs/2103.16831)/[Proj](http://cvlab.postech.ac.kr/research/CHM/) |

|   CVPR   | Learning to Match Features with Seeded Graph Matching Network |                                                              | [Paper](https://arxiv.org/abs/2108.08771)/[Code](https://github.com/vdvchen/SGMNet) |

|   CVPR   | Co-Attention for Conditioned Image Matching                  | Olivia Wiles, S. Ehrhardt, Andrew Zisserman | [Paper](https://openaccess.thecvf.com/content/CVPR2021/html/Wiles_Co-Attention_for_Conditioned_Image_Matching_CVPR_2021_paper.html)/[Proj](https://www.robots.ox.ac.uk/~ow/coam.html)  |                                                 |

|   CVPR   | Learning Optical Flow From a Few Matches                     | Shihao Jiang, Yao Lu, Hongdong Li, Richard Hartley | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Jiang_Learning_Optical_Flow_From_a_Few_Matches_CVPR_2021_paper.pdf)/[Code](https://github.com/zacjiang/scv) |                                                   |

|   CVPR   | SuperGlue: Learning Feature Matching With Graph Neural Networks | P. Sarlin, D. DeTone, T. Malisiewicz, Andrew Rabinovich | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/html/Sarlin_SuperGlue_Learning_Feature_Matching_With_Graph_Neural_Networks_CVPR_2020_paper.html)/[Code](https://github.com/magicleap/SuperGluePretrainedNetwork)
[arXiv](https://arxiv.org/abs/1911.11763) |

|   CVPR   | Patch2Pix: Epipolar-Guided Pixel-Level Correspondences | Qunjie Zhou, Torsten Sattler, Laura Leal-Taixe | [Paper](https://arxiv.org/abs/2012.01909)/[Code](https://github.com/GrumpyZhou/patch2pix)

#### 2020

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   IJCV   | Is There Anything New to Say About SIFT Matching?            | Fabio Bellavia, Carlo Colombo                                | [Paper](https://link.springer.com/article/10.1007/s11263-020-01297-z)/Code |

|   TIP    | Robust Feature Matching Using Spatial Clustering with Heavy Outliers | Xingyu Jiang, Jiayi Ma                                       | Paper/[Code](https://github.com/StaRainJ/RFM-SCAN)           |

|   TIP    | Image Feature Correspondence Selection: A Comparative Study and a New Contribution | Chen Zhao, et al.                                            | Paper/Code                                                   |

|   TIP    | A Grassmannian Graph Approach to Affine Invariant Feature Matching   | Mark Moyou, et al.   | Paper/Code                                                   |

#### 2019

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   IJCV   | Locality Preserving Matching                                 | Jiayi Ma, et al.                                             | [Paper](https://link.springer.com/article/10.1007/s11263-018-1117-z)/[Code](https://github.com/jiayi-ma/LPM) |

|   IJCV   | Cross-Domain Image Matching with Deep Feature Maps           | Bailey Kong, et al.                                          | [Paper](https://link.springer.com/article/10.1007/s11263-018-01143-3#Abs1)/[Code](http://github.com/bkong/MCNCC) |

|   ICCV   | Deep Matching Prior: Test-Time Optimization for Dense Correspondence | Sunghwan Hong, Seungryong Kim                                | Paper/Code                                                   |

|   ICCV   | AFD-Net: Aggregated Feature Difference Learning for Cross-Spectral Image Patch Matching   | Dou Quan, Licheng Jiao, et al.   | [Paper](https://openaccess.thecvf.com/content_ICCV_2019/html/Quan_AFD-Net_Aggregated_Feature_Difference_Learning_for_Cross-Spectral_Image_Patch_Matching_ICCV_2019_paper.html)/Code |

|   ICCV   | GLAMpoints: Greedily Learned Accurate Match Points           |                                                              |                                                              |

|   ICCV   | Fully Convolutional Geometric Features                       | Christopher Choy, Jaesik Park, Vladlen Koltun                | [Paper](http://jaesik.info/publications/data/19_iccv.pdf)/[Code](https://github.com/chrischoy/FCGF) |

#### 2018

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                      |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :--------------------------------------------- |

|   TIP    | Automatic Registration of Images With Inconsistent Content Through Line-Support Region Segmentation and Geometrical Outlier Removal | Ming Zhao, et al.                                            | Paper/Code                                     |

|   TGRS   | Guided Locality Preserving Feature Matching for Remote Sensing Image Registration   | Jiayi Ma, Junjun Jiang, et al.   | Paper/[Code](https://github.com/jiayi-ma/GLPM) |

|   CVPR   | On the Convergence of PatchMatch and Its Variants            |                                                              | Paper/Code                                     |

|   CVPR   | Learning to Detect Features in Texture Images                |                                                              | Paper/Code                                     |

#### 2017

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   TIP    | Establishing Keypoint Matches on Multimodal Images With Bootstrap Strategy and Global Information | Yong Li, Hongbin Jin, Jiatao Wu, Jie Liu                     | Paper/Code                                                   |

|   ICCV   | Progressive Large Scale-Invariant Image Matching in Scale Space | Lei Zhou, Long Quan                                          | Paper/Code                                                   |

|   ICCV   | Practical and Efficient Multi-View Matching                  |                                                              | Paper/Code                                                   |

|   ICCV   | Misalignment-Robust Joint Filter for Cross-Modal Image Pairs |                                                              | Paper/Code                                                   |

|   CVPR   | Convolutional neural network architecture for geometric matching   | I. Rocco, R. Arandjelović,
J. Sivic   | [Paper](https://openaccess.thecvf.com/content_cvpr_2017/papers/Rocco_Convolutional_Neural_Network_CVPR_2017_paper.pdf)/[PAMI19](https://ieeexplore.ieee.org/document/8434328)
[Code](https://github.com/ignacio-rocco/cnngeometric_pytorch) |

|   CVPR   | Deep Semantic Feature Matching                               |                                                              | Paper/Code                                                   |

|   CVPR   | HPatches: A Benchmark and Evaluation of Handcrafted and Learned Local Descriptors | Vassileios Balntas, et al.                                   | [Paper](https://arxiv.org/abs/1704.05939)/[Proj](https://hpatches.github.io/) |

#### 2016

| **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   ECCV   | LIFT: Learned Invariant Feature Transform                    | K. M. Yi, Pascal Fua, et al.                                 | Paper/Code                                                   |

|   ECCV   | Learning Image Matching by Simply Watching Video             |                                                              | Paper/Code                                                   |

|   ECCV   | Novel Coplanar Line-Points Invariants for Robust Line Matching Across Views |                                                              | Paper/Code                                                   |

|   ECCV   | Deep Self-correlation Descriptor for Dense Cross-Modal Correspondence   |  S. Kim, Dongbo Min, S. Lin, Kwanghoon Sohn   | [Paper](https://link.springer.com/chapter/10.1007/978-3-319-46484-8_41)/Code |

## Image Alignment

#### Image Registration

| **Year** | **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2021   | arXiv07  | Precise Aerial Image Matching based on Deep Homography Estimation |                                                              | [Paper](https://arxiv.org/pdf/2107.08768.pdf)/Code           |

|   2021   |  arXiv05 | Attention for Image Registration (AiR): an unsupervised Transformer approach | Zihao Wang, Hervé Delingette | [Paper](https://arxiv.org/abs/2105.02282)/Code

|   2021   |   CVPR   | Learning-based Image Registration with Meta-Regularization   | Ebrahim Al Safadi, Xubo Song                                 | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Safadi_Learning-Based_Image_Registration_With_Meta-Regularization_CVPR_2021_paper.pdf)/[Code]() |

|   2020   |   TIP    | Cross-Weather Image Alignment via Latent Generative Model with Intensity Consistency | Huabing Zhou, Jiayi Ma, et al.                               | Paper/Code                                                   |

|   2020   |   TIP    | Boosting Structure Consistency for Multispectral and Multimodal Image Registration | Si-Yuan Cao, Hui-Liang Shen, Shu-Jie Chen, Chunguang Li      | Paper/Code                                                   |

|   2020   |   TIP    | Local-Adaptive Image Alignment Based on Triangular Facet Approximation | Jing Li, et al.                                              | Paper/Code                                                   |

|   2020   |   ECCV   | RANSAC-Flow: Generic Two-stage Image Alignment               |                                                              | Paper/Code                                                   |

|   2020   |   ECCV   | Aligning Videos in Space and Time                            |                                                              | Paper/Code                                                   |

|   2020   |   CVPR   | Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image Translation | Moab Arar, Yiftach Ginger, et al.                            | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Arar_Unsupervised_Multi-Modal_Image_Registration_via_Geometry_Preserving_Image-to-Image_Translation_CVPR_2020_paper.pdf)/Code |

|   2019   |   TIP    | Online Subspace Learning from Gradient Orientations for Robust Image Alignment | Qingqing Zheng, Yi Wang, Pheng Ann Heng                      | Paper/Code                                                   |

|   2019   |   ICCV   | Jointly Aligning Millions of Images With Deep Penalised Reconstruction Congealing | Roberto Annunziata, Christos Sagonas, Jacques Cali           | [Paper](https://openaccess.thecvf.com/content_ICCV_2019/papers/Annunziata_Jointly_Aligning_Millions_of_Images_With_Deep_Penalised_Reconstruction_Congealing_ICCV_2019_paper.pdf)/Code |

|   2018   |   PAMI   | Hierarchical Sparse Representation for Robust Image Registration | Yeqing Li, et al.                                            | Paper/Code                                                   |

|   2018   |  ISPRSJ  | A deep learning framework for remote sensing image registration | Shuang Wang, Licheng Jiao, et al.                            | [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0924271617303891)/Code |

|   2018   |   ECCV   | Multimodal image alignment through a multiscale chain of neural networks with application to remote sensing |                                                              | Paper/Code                                                   |

|   2017   |   CVPR   | CLKN: Cascaded Lucas-Kanade Networks for Image Alignment   | Che-Han Chang, Chun-Nan Chou, Edward Y. Chang   | [Paper](https://openaccess.thecvf.com/content_cvpr_2017/papers/Chang_CLKN_Cascaded_Lucas-Kanade_CVPR_2017_paper.pdf)/Code |

#### Medical Registration

| **Year** | **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2020   |   ECCV   | Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images | Yuting He, et al.                                            | [Paper](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123630749.pdf)/Code |

|   2020   |   CVPR   | DeepFLASH: An Efficient Network for Learning-based Medical Image Registration | Jian Wang, Miaomiao Zhang                                    | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Wang_DeepFLASH_An_Efficient_Network_for_Learning-Based_Medical_Image_Registration_CVPR_2020_paper.pdf)/[Code](https://github.com/jw4hv/deepflash) |

|   2020   |   CVPR   | Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks | Tony C.W. Mok, Albert C.S. Chung                             | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Mok_Fast_Symmetric_Diffeomorphic_Image_Registration_with_Convolutional_Neural_Networks_CVPR_2020_paper.pdf)/Code |

|   2019   |   ICCV   | Recursive Cascaded Networks for Unsupervised Medical Image Registration | Shengyu Zhao, Yue Dong, et al.                               | [Paper](https://openaccess.thecvf.com/content_ICCV_2019/papers/Zhao_Recursive_Cascaded_Networks_for_Unsupervised_Medical_Image_Registration_ICCV_2019_paper.pdf)/[Code](https://github.com/zsyzzsoft/Recursive-Cascaded-Networks) |

|   2019   |   CVPR   | Networks for Joint Affine and Non-parametric Image Registration | Zhengyang Shen, Xu Han, et al.                               | [Paper](https://openaccess.thecvf.com/content_CVPR_2019/papers/Shen_Networks_for_Joint_Affine_and_Non-Parametric_Image_Registration_CVPR_2019_paper.pdf)/[Code](https://github.com/uncbiag/registration) |

|   2019   |   CVPR   | Metric Learning for Image Registration                       | M. Niethammer, R. Kwitt, François-Xavier Vialard             | [Paper](https://openaccess.thecvf.com/content_CVPR_2019/papers/Niethammer_Metric_Learning_for_Image_Registration_CVPR_2019_paper.pdf)/[Code](https://github.com/uncbiag/registration) |

|   2018   |   CVPR   | An Unsupervised Learning Model for Deformable Medical Image Registration   | Guha Balakrishnan, et al.   | [Paper](https://openaccess.thecvf.com/content_cvpr_2018/papers/Balakrishnan_An_Unsupervised_Learning_CVPR_2018_paper.pdf)/Code |

## Stabilization

| **Year** | **Pub.** | **Title**                                                    | **Author**                                                   | **Links**                                                    |

| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- | :----------------------------------------------------------- |

|   2021   |   ICCV   | Out-of-boundary View Synthesis Towards Full-Frame Video Stabilization | Yufei Xu, Jing Zhang, Dacheng Tao | [Paper](https://arxiv.org/abs/2108.09041)/[Code](https://github.com/Annbless/OVS_Stabilization) |

|   2021   |   ICCV   | Hybrid Neural Fusion for Full-Frame Video Stabilization      | Yu-Lun Liu, Wei-Sheng Lai, et al.                            | [Paper](https://arxiv.org/pdf/2102.06205.pdf)/[Code](https://github.com/alex04072000/FuSta)
[Proj](https://alex04072000.github.io/FuSta/) |

|   2021   |   CVPR   | Real-Time Selfie Video Stabilization                         |                                                              | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Yu_Real-Time_Selfie_Video_Stabilization_CVPR_2021_paper.pdf)/[Code](https://github.com/jiy173/selfievideostabilization) |

|   2021   |   CVPR   | Digital Gimbal: End-to-End Deep Image Stabilization With Learnable Exposure Times |                                                              | Paper/Code                                                   |

|   2020   |   TIP    | PWStableNet: Learning Pixel-Wise Warping Maps for Video Stabilization | Minda Zhao;Qiang Ling                                        | Paper/[Code](https://github.com/mindazhao/pix-pix-warping-video-stabilization) |

|   2020   |   CVPR   | Learning Video Stabilization Using Optical Flow              |                                                              | Paper/Code                                                   |

|   2019   |   CVPR   | Robust Video Stabilization by Optimization in CNN Weight Space   | J. Yu, Ravi Ramamoorthi   | [Paper](https://openaccess.thecvf.com/content_CVPR_2019/papers/Yu_Robust_Video_Stabilization_by_Optimization_in_CNN_Weight_Space_CVPR_2019_paper.pdf)/Code |

|   2019   |   SIGA   | Deep Iterative Frame Interpolation for Full-frame Video Stabilization |                                                              | Paper/Code                                                   |

|   2019   |   TIP    | Deep Online Video Stabilization With Multi-Grid Warping Transformation Learning | Miao Wang, et al.                                            | [Paper](https://ieeexplore.ieee.org/document/8554287)/[Code](https://github.com/cxjyxxme/deep-online-video-stabilization) |

|   2019   |   TOG    | Joint Stabilization and Direction of 360° Videos             | C. Tang, Feng Liu, et al.                                    | [Paper](https://dl.acm.org/doi/abs/10.1145/3211889)/Code     |

|   2019   |   TOG    | Content-preserving warps for 3D video stabilization    | Feng Liu, et al. | [Paper](https://dl.acm.org/doi/10.1145/1531326.1531350)/[Code](https://github.com/higerra/SubspaceStab)

|   2018   |   ECCV   | Selfie Video Stabilization                                   |                                                              | Paper/Code                                                   |

|   2018   |   CGF    | Deep Video Stabilization Using Adversarial Networks          | Sen-Zhe Xu, Jun Hu, et al.                                   | [Paper](https://onlinelibrary.wiley.com/doi/abs/10.1111/cgf.13566)/Code |

## Appendix

- [Awesome Image Alignment and Stitching](https://github.com/tzxiang/awesome-image-alignment-and-stitching)

- [OpenPano](https://github.com/ppwwyyxx/OpenPano)