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.

❗ Updated 2023.

---

Contents:

• Stitching
  • Image Stitching
  • Video Stitching
  • Stereo Stitching
  • Aerial Stitching
  • LF Stitching
  • Stitching Evaluation
  • Stitching Beyond
• Image Matching
• Image Alignment
• Stabilization
• Appendix

---

Stitching

🚩 Image Stitching

2023

Year	Pub.	Title	Links
2023	arXiv	Parallax-Tolerant Image Stitching with Epipolar Displacement Field Jian Yu, Yi Yu, Feipeng Da	Paper/Code
2023	ICCV	Parallax-Tolerant Unsupervised Deep Image Stitching Nie, Lang and Lin, Chunyu and Liao, Kang and Liu, Shuaicheng and Zhao, Yao	Paper/Code
2023	MM	Multi-Spectral Image Stitching via Spatial Graph Reasoning Zhiying Jiang, Zengxi Zhang, Jinyuan Liu, Xin Fan, Risheng Liu	Paper/Code
2023	CVPR	A Large-Scale Homography Benchmark Daniel Barath, Dmytro Mishkin, Michal Polic, Wolfgang Förstner, Jiri Matas	Paper/Code
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/Code
2023	AAAI	Semi-supervised Deep Large-baseline Homography Estimation with Progressive Equivalence Constraint Hai Jiang, Haipeng Li, Yuhang Lu, Songchen Han, Shuaicheng Liu	Paper/Code
2023	AAAI	Pixel-Wise Warping for Deep Image Stitching Hyeokjun Kweon, Hyeonseong Kim, Yoonsu Kang, Youngho Yoon, WooSeong Jeong, and Kuk-Jin Yoon	Paper/Code
2023	TIP	Deep Rotation Correction without Angle Prior Lang Nie, Shuaicheng Liu, et al.	Paper/Code
2023	TMM	Natural Image Stitching With Layered Warping Constraint Zhihao Zhang; Xianqiang Yang; Chao Xu	Paper/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/Code
--	arXiv	Natural Image Stitching Using Depth Maps Tianli Liao, Nan Li	Paper/Code
2022	MM	Towards All Weather and Unobstructed Multi-Spectral Image Stitching: Algorithm and Benchmark Zhiying Jiang, Zengxi Zhang, Xin Fan, Risheng Liu	Paper/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/Code/Proj
2022	CVPR	Geometric Structure Preserving Warp for Natural Image Stitching Peng Du, Jifeng Ning, et al.	Paper/Code
2022	CVPR	Automatic Color Image Stitching Using Quaternion Rank-1 Alignment Jiaxue Li, Yicong Zhou	Paper/Code
2022	CVPR	Deep Rectangling for Image Stitching: A Learning Baseline Lang Nie, Chunyu Lin, et al.	Paper/Code
2022	CVPR	Unsupervised Homography Estimation With Coplanarity-Aware GAN Mingbo Hong, Shuaicheng Liu, et al.	Paper/Code
2022	CVPR	Iterative Deep Homography Estimation Si-Yuan Cao, Jianxin Hu, et al.	Paper/Code
2022	TCSVT	Depth-Aware Multi-Grid Deep Homography Estimation with Contextual Correlation Lang Nie, Shuaicheng Liu, et al.	Paper/Code
2022	NeuCom	Learning edge-preserved image stitching from multi-scale deep homography Lang Nie, Chunyu Lin, et al.	Paper/Code

2021

Year	Pub.	Title	Links
2021	ICCV	Minimal Solutions for Panoramic Stitching Given Gravity Prior Yaqing Ding, Daniel Barath, Zuzana Kukelova	Paper/Code
2021	ICCV	Motion Basis Learning for Unsupervised Deep Homography Estimation with Subspace Projection DH Nianjin Ye, Shuaicheng Liu, et al.	Paper/Code
2021	CVPR	Leveraging Line-Point Consistence To Preserve Structures for Wide Parallax Image Stitching  Qi Jia, ZhengJun Li, et al.	Paper/Code
2021	CVPR	Deep Lucas-Kanade Homography for Multimodal Image Alignment Yiming Zhao, Xinming Huang, Ziming Zhang	Paper/Code
2021	PAMI	Rolling Shutter Homography and its Applications Yizhen Lao, Omar Ait-Aider	Paper/Code
2021	TIP	Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images DH Lang Nie, Shuaicheng Liu, et al.	Paper/Code
2021	TIP	Image Stitching Based on Semantic Planar Region Consensus Aocheng Li, Jie Guo, Yanwen Guo	Paper/Code
2021	TVCG	Content-Preserving Image Stitching With Piecewise Rectangular Boundary Constraints Yun Zhang, Yu-Kun Lai, Fang-Lue Zhang	Paper/Code
2021	PR	Edge-guided Composition Network for Image Stitching Qinyan Dai, Faming Fang, Juncheng Li, Guixu Zhang, Aimin Zhou	Paper/Code
2021	PR	Image stitching based on angle-consistent warping Yinqi Chen, Huicheng Zheng, Yiyan Ma, Zhiwei Yan	Paper/Code
2021	SPL	End-to-End Image Stitching Network via Multi-Homography Estimation Dae-Young Song, et al.	Paper/Code
2021	NeuCom	Image stitching via deep homography estimation Qiang Zhao, Yike Ma, Chen Zhu, Chunfeng Yao, Bailan Feng, Feng Dai	Paper/Code

2020

Year	Pub.	Title	Links
--	arXiv	Vanishing Point Guided Natural Image Stitching Kai Chen, Jian Yao, et al.	Paper/Proj
2020	ECCV	Image Stitching and Rectification for Hand-Held Cameras Bingbing Zhuang, Quoc-Huy Tran	Paper/Proj
2020	ECCV	Content-Aware Unsupervised Deep Homography Estimation DH Jirong Zhang, Shuaicheng Liu, et al.	Paper/Code
2020	MM	SRHEN: Stepwise-Refining Homography Estimation Network via Parsing Geometric Correspondences in Deep Latent Space COCO Yi Li, Wenjie Pei, Zhenyu He	Paper/Code
2020	CVPR	Warping Residual Based Image Stitching for Large Parallax  Kyu-Yul Lee, Jae-Young Sim	Paper/Code
2020	CVPR	Deep Homography Estimation for Dynamic Scenes DH Hoang Le, Feng Liu, et al.	Paper/Code
2020	CVPR	Robust Homography Estimation via Dual Principal Component Pursuit Tianjiao Ding, et al.	Paper/Code
2020	TIP	An Unordered Image Stitching Method Based on Binary Tree and Estimated Overlapping Area Zhong Qu, et al.	Paper/Code
2020	TIP	Single-Perspective Warps in Natural Image Stitching Tianli Liao, Nan Li	Paper/Code1 Code2
2020	TMM	Image-Only Real-Time Incremental UAV Image Mosaic for Multi-Strip Flight Fangbing Zhang, et al.	Paper/Code
2020	JSTSP	Attentive Deep Stitching and Quality Assessment for 360° Omnidirectional Images Jia Li, et al.	Paper/Code
2020	JVCIR	A view-free image stitching network based on global homography Lang Nie, Chunyu Lin, Kang Liao, Meiqin Liu, Yao Zhao	Paper/Code

2019

Year	Pub.	Title	Links
2019	ICCV	Homography From Two Orientation- and Scale-Covariant Features Daniel Barath, Zuzana Kukelova	Paper/Code
2019	TIP	Robust Alignment for Panoramic Stitching Via an Exact Rank Constraint Yuelong Li, Mohammad Tofighi, Vishal Monga	Paper/Code
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/Code

2018

Year	Pub.	Title	Links
2018	ECCV	Object-centered image stitching Charles Herrmann, Ramin Zabih, et al.	Paper/Code
2018	ECCV	Robust image stitching with multiple registrations Herrmann, Charles, Zabih, Ramin, et al.	Paper/Code
2018	TMM	Parallax-Tolerant Image Stitching Based on Robust Elastic Warping Jing Li, Zhengming Wang, Shiming Lai, Yongping Zhai, Maojun Zhang	Paper/Code
2018	TMM	Quasi-Homography Warps in Image Stitching Nan Li, Yifang Xu, Chao Wang	Paper/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/Code
2018	RA-L	Unsupervised deep homography: A fast and robust homography estimation model DH MS-COCO Ty Nguyen, et al.	Paper/Code

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/Code
2017	CVPR	Direct Photometric Alignment by Mesh Deformation Kaimo Lin, Shuaicheng Liu, et al.	Paper/Code

2016

Year	Pub.	Title	Links
2016	ECCV	SEAGULL: Seam-Guided Local Alignment for Parallax-Tolerant Image Stitching Kaimo Lin, Nianjuan Jiang, et al.	Paper/Proj
2016	ECCV	Natural Image Stitching with the Global Similarity Prior Y.-S. Chen, Yung-Yu Chuang	Paper/Code
2016	RSS-W	Deep Image Homography Estimation DH MS-COCO Daniel DeTone, et al.	Paper/Code
2016	TIP	Multi-Viewpoint Panorama Construction With Wide-Baseline Images Guofeng Zhang; Yi He; Weifeng Chen; Jiaya Jia; Hujun Bao	Paper/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/Code
2015	CVPR	Adaptive As-Natural-As-Possible Image Stitching Chung-Ching Lin, S. U. Pankanti, K. N. Ramamurthy, and Aleksandr Y. Aravkin	Paper/Code
2014	CVPR	Shape-preserving half-projective warps for image stitching Che-Han Chang, Yoichi Sato, Yung-Yu Chuang	Paper/Code
2014	CVPR	Parallax-tolerant Image Stitching Fan Zhang and Feng Liu	Paper
2013	CVPR	As-Projective-As-Possible Image Stitching with Moving DLT Julio Zaragoza, Tat-Jun Chin, Michael S. Brown, David Suter	Paper/Code Ext/C++
2013	EG	Seam-Driven Image Stitching Junhong Gao, Yu Li, Tat-Jun Chin, Michael S. Brown	Paper/Code
2012	TOG	Panorama weaving: fast and flexible seam processing Brian Summa, et al.	Paper/Proj
2011	CVPR	Smoothly varying affine stitching Wen-Yan Lin, Siying Liu, Y Matsushita, Tian-Tsong Ng, Loong-Fah Cheong	Paper/Code
2011	CVPR	Constructing image panoramas using dual-homography warping Junhong Gao, Seon Joo Kim, Michael S. Brown	Paper/Code
2007	IJCV	Automatic panoramic image stitching using invariant features Matthew Brown and David G. Lowe	Paper/Demo
2006	FTCGV	Image alignment and stitching: a tutorial Richard Szeliski	Paper

🚩 Video Stitching

Year	Pub.	Title	Links
2019	BMVC	Video Stitching for Linear Camera Arrays CNNStitch Wei-Sheng Lai, et al.	Paper/arXiv Proj
2018	TIP	Dynamic Video Stitching via Shakiness Removing Yongwei Nie, et al.	Paper/Code
2016	TOG	Jump: Virtual reality video Robert Anderson, et al.	Paper/Code
2016	TIP	Joint Video Stitching and Stabilization From Moving Cameras Heng Guo, Shuaicheng Liu, Tong He, Shuyuan Zhu, Bing Zeng, Moncef Gabbouj	Paper/Proj/Data
2016	CGF	Seamless Video Stitching from Hand-held Camera Inputs Kaimo Lin, Shuaicheng Liu, Loong-Fah Cheong, Bing Zeng	Paper/Data

🚩 Stereo Stitching

Year	Pub.	Title	Links
2021	CVPR	Deep Homography for Efficient Stereo Image Compression Xin Deng, Mai Xu, et al.	Paper/Code
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/Code
2020	TMM	Stereoscopic Image Stitching via Disparity-Constrained Warping and Blending Xiaoting Fan, et al.	Paper/Code
2018	ICCASP	A Natural Shape-Preserving Stereoscopic Image Stitching Haoqian Wang; Yaling Zhou; Xingzheng Wang; Lu Fang	Paper/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/Code
2015	CVPR	Casual Stereoscopic Panorama Stitching Fan Zhang and Feng Liu	Paper/Code

🚩 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/Code
2019	GRSM	Remote Sensing Image Mosaicking: Achievements and Challenges Xinghua Li; Ruitao Feng; Xiaobin Guan; Huanfeng Shen; Liangpei Zhang	Paper/Code
2019	ISPRS	A Closed-Form Solution for Multi-view Color Correction with Gradient Preservation Menghan Xia, Jian Yao, Zhi Gao	Paper/Code
2019	ISPRS	Seamline network generation based on foreground segmentation for orthoimage mosaicking Li Li, Jingmin Tu, Ye Gong, Jian Yao, Jie Li	Paper/Code
2018	ISPRS	Guided Color Consistency Optimization for Image Mosaicking Renping Xie, Menghan Xia, Jian Yao, Li Li	Paper/Code
2017	PR	Globally consistent alignment for planar mosaicking via topology analysis Menghan Xia, Jian Yao, Renping Xie, Li Li, Wei Zhang	Paper/Proj/Code

🚩 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/Code

🚩 Stitching Evaluation

Year	Pub.	Title	Links
2020	TIP	A Metric for Video Blending Quality Assessment Zhe Zhu, et al.	Paper/Code
2019	MM	Cross-Reference Stitching Quality Assessment for 360° Omnidirectional Images Jia Li, et al.	Paper/Proj
2019	TIP	Subjective and Objective Quality Assessment of Stitched Images for Virtual Reality Pavan C. Madhusudana, Rajiv Soundararajan	Paper/Code

🚩 Stitching Beyond

Year	Pub.	Title	Links
2021	PAMI	CrossNet++: Cross-Scale Large-Parallax Warping for Reference-Based Super-Resolution	Yang Tan, et al.
2018	ECCV	GridFace: Face Rectification via Learning Local Homography Transformations Erjin Zhou, Zhimin Cao, Jian Sun	Paper/Code
2020	PAMI	Ambiguity-Free Radiometric Calibration for Internet Photo Collections Zhipeng Mo, Yasuyuki Matsushit, et al.	Paper/Code
2019	TOG	Video Extrapolation Using Neighboring Frames Sangwoo Lee, et al.	Paper/Code
2019	TIP	Panoramic Background Image Generation for PTZ Cameras Hongwei Yong, et al.	Paper/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
2021	ICCV	Matching in the Dark: A Dataset for Matching Image Pairs of Low-light Scenes	W. Song, Takayuki Okatani, et al.	Paper/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/Code

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/Code
ICCV	Warp Consistency for Unsupervised Learning of Dense Correspondences	Prune Truong, Luc Van Gool, et al.	Paper/Code
CVPR	LoFTR: Detector-Free Local Feature Matching with Transformers	Jiaming Sun, Xiaowei Zhou, et al.	Paper/Code Proj
CVPR	SOLD2: Self-supervised Occlusion-aware Line Description and Detection	Rémi Pautrat, Marc Pollefeys, et al.	Paper/Code
CVPR	Convolutional Hough Matching Networks		Paper/Proj
CVPR	Learning to Match Features with Seeded Graph Matching Network		Paper/Code
CVPR	Co-Attention for Conditioned Image Matching	Olivia Wiles, S. Ehrhardt, Andrew Zisserman	Paper/Proj
CVPR	Learning Optical Flow From a Few Matches	Shihao Jiang, Yao Lu, Hongdong Li, Richard Hartley	Paper/Code
CVPR	SuperGlue: Learning Feature Matching With Graph Neural Networks	P. Sarlin, D. DeTone, T. Malisiewicz, Andrew Rabinovich	Paper/Code arXiv
CVPR	Patch2Pix: Epipolar-Guided Pixel-Level Correspondences	Qunjie Zhou, Torsten Sattler, Laura Leal-Taixe	Paper/Code

2020

Pub.	Title	Author	Links
IJCV	Is There Anything New to Say About SIFT Matching?	Fabio Bellavia, Carlo Colombo	Paper/Code
TIP	Robust Feature Matching Using Spatial Clustering with Heavy Outliers	Xingyu Jiang, Jiayi Ma	Paper/Code
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/Code
IJCV	Cross-Domain Image Matching with Deep Feature Maps	Bailey Kong, et al.	Paper/Code
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/Code
ICCV	GLAMpoints: Greedily Learned Accurate Match Points
ICCV	Fully Convolutional Geometric Features	Christopher Choy, Jaesik Park, Vladlen Koltun	Paper/Code

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
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/PAMI19 Code
CVPR	Deep Semantic Feature Matching		Paper/Code
CVPR	HPatches: A Benchmark and Evaluation of Handcrafted and Learned Local Descriptors	Vassileios Balntas, et al.	Paper/Proj

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/Code

Image Alignment

Image Registration

Year	Pub.	Title	Author	Links
2021	arXiv07	Precise Aerial Image Matching based on Deep Homography Estimation		Paper/Code
2021	arXiv05	Attention for Image Registration (AiR): an unsupervised Transformer approach	Zihao Wang, Hervé Delingette	Paper/Code
2021	CVPR	Learning-based Image Registration with Meta-Regularization	Ebrahim Al Safadi, Xubo Song	Paper/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/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/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/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/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/Code
2020	CVPR	DeepFLASH: An Efficient Network for Learning-based Medical Image Registration	Jian Wang, Miaomiao Zhang	Paper/Code
2020	CVPR	Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks	Tony C.W. Mok, Albert C.S. Chung	Paper/Code
2019	ICCV	Recursive Cascaded Networks for Unsupervised Medical Image Registration	Shengyu Zhao, Yue Dong, et al.	Paper/Code
2019	CVPR	Networks for Joint Affine and Non-parametric Image Registration	Zhengyang Shen, Xu Han, et al.	Paper/Code
2019	CVPR	Metric Learning for Image Registration	M. Niethammer, R. Kwitt, François-Xavier Vialard	Paper/Code
2018	CVPR	An Unsupervised Learning Model for Deformable Medical Image Registration	Guha Balakrishnan, et al.	Paper/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/Code
2021	ICCV	Hybrid Neural Fusion for Full-Frame Video Stabilization	Yu-Lun Liu, Wei-Sheng Lai, et al.	Paper/Code Proj
2021	CVPR	Real-Time Selfie Video Stabilization		Paper/Code
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
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/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/Code
2019	TOG	Joint Stabilization and Direction of 360° Videos	C. Tang, Feng Liu, et al.	Paper/Code
2019	TOG	Content-preserving warps for 3D video stabilization	Feng Liu, et al.	Paper/Code
2018	ECCV	Selfie Video Stabilization		Paper/Code
2018	CGF	Deep Video Stabilization Using Adversarial Networks	Sen-Zhe Xu, Jun Hu, et al.	Paper/Code

Appendix

• Awesome Image Alignment and Stitching
• OpenPano