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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

đŸš© 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

đŸš© 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

đŸš© 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

đŸš© 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

đŸš© 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

đŸš© 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

đŸš© 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 RĂ©mi 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

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