圖像拼接任務(wù)對(duì)于目前主流視覺(jué)任務(wù)來(lái)說(shuō)比較偏脑奠，目前基于深度學(xué)習(xí)的框架還不成熟纸泄，而且拼接任務(wù)里面很多小點(diǎn)都可以單獨(dú)拿出來(lái)研究赖钞，比如聚焦或遷移到單應(yīng)矩陣，圖像對(duì)齊聘裁，圖像融合雪营，視頻防抖，圖像矩形化等咧虎。找到好的研究場(chǎng)景卓缰，既能發(fā)文又能有實(shí)用價(jià)值〖瞥剩現(xiàn)簡(jiǎn)單整理近幾年的相關(guān)文章砰诵，如有遺漏還望讀者指出。

期刊

近幾年

1. Natural Image Stitching Using Depth Maps

   • Paper：Arxiv 2022

   • Blog：

     • 【論文精讀】Natural Image Stitching Using Depth Maps

     • 【論文精讀】Natural Image Stitching Using Depth Maps

2. Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images

   • Paper：https://arxiv.org/abs/2106.12859

   • Code：https://github.com/nie-lang/UnsupervisedDeepImageStitching

   • Blog：TIP2021—重訪CV經(jīng)典: 首個(gè)無(wú)監(jiān)督深度學(xué)習(xí)圖像拼接框架

3. Pixel-wise Deep Image Stitching

   • Paper：Arxiv 2021

   • Blog：【論文精讀】Pixel-wise Deep Image Stitching

4. Learning Edge-Preserved Image Stitching from Large-Baseline Deep Homography

   • Paper：Arxiv 2020

   • Blog：【論文精讀】Learning Edge-Preserved Image Stitching from Large-Baseline Deep Homography

5. A view-free image stitching network based on global homography

   • Paper：Journal of Visual Communication and Image Representation捌显，2020

   • Code：https://github.com/nie-lang/DeepImageStitching-1.0

   • Blog：【論文精讀】A view-free image stitching network based on global homography-基于全局單應(yīng)的無(wú)視圖圖像拼接網(wǎng)絡(luò)

6. A Novel Projective-Consistent Plane Based Image Stitching Method

   • Paper：IEEE Transactions on Multimedia茁彭，2019

7. Graph-based Hypothesis Generation for Parallax-tolerant Image Stitching

   • Paper：Arxiv 2018

   • Blog：【論文精讀】Graph-based Hypothesis Generation for Parallax-tolerant Image Stitching-基于圖的視差容忍圖像拼接假設(shè)生成

8. Single-Perspective Warps in Natural Image Stitching

   • Paper：IEEE Transactions on Image Processing，2018

   • Blog：

     • 【論文精讀】Single-Perspective Warps in Natural Image Stitching-自然圖像拼接中的單透視扭曲扶歪；

     • 【論文精讀】Single-Perspective Warps in Natural Image Stitching

9. Parallax-Tolerant Image Stitching Based on Robust Elastic Warping

• Paper：IEEE Transactions on Multimedia理肺，2018

• Code：https://github.com/gain2217/Robust_Elastic_Warping

• Blog：【論文精讀】Parallax-Tolerant Image Stitching Based on Robust Elastic Warping

經(jīng)典方法

1. Seam carving for content-aware image resizing

   • Paper：ACM Transactions on graphics （TOG）2007

   • Code：https://github.com/mahmoudnafifi/seam-carving

   • Blog：【論文精讀】Seam Carving for Content-Aware Image Resizing

2. Automatic Panoramic Image Stitching using Invariant Features

   • Paper：International Journal of Computer Vision摄闸， 2007

   • Keywords：開(kāi)山之作

   • Software：http://matthewalunbrown.com/autostitch/autostitch.html

3. As-Rigid-As-Possible Shape Manipulation

   • Paper：ACM Transactions on Computer Graphics，2005

   • Project：https://www-ui.is.s.u-tokyo.ac.jp/~takeo/research/rigid/index.html

   • Blog：【論文精讀】As-Rigid-As-Possible Shape Manipulation

會(huì)議

近幾年

1. Deep Rectangling for Image Stitching: A Learning Baseline

   • Paper：https://arxiv.org/abs/2203.03831（CVPR 2022 oral）

   • Code：https://github.com/nie-lang/DeepRectangling

   • Blog：

     • CVPR2022 Oral | 從圖形學(xué)頂會(huì)到視覺(jué)頂會(huì)：一份改良何愷明早期工作的圖像拼接矩形化新基準(zhǔn)

     • 【論文精讀】Deep Rectangling for Image Stitching: A Learning Baseline

2. Leveraging Line-Point Consistence To Preserve Structures for Wide Parallax Image Stitching

   • Paper：CVPR 2021

   • Code：https://github.com/dut-media-lab/Image-Stitching

   • Blog：

     • 【論文精讀】Leveraging Line-point Consistence to Preserve Structures for Wide Parallax Image Stitching

     • 【論文精讀】Leveraging Line-point Consistence to Preserve Structures for Wide Parallax Image Stitching

3. Minimal Solutions for Panoramic Stitching Given Gravity Prior

   • Paper：ICCV 2021

4. Warping Residual Based Image Stitching for Large Parallax

   • Paper：CVPR 2020

5. Image Stitching and Rectification for Hand-Held Cameras

   • Paper：ECCV 2020

   • Project：https://www.nec-labs.com/~mas/RS-APAP

6. SuperPoint: Self-Supervised Interest Point Detection and Description

   • Paper：CVPR 2018 workshop

   • Code：

     • https://github.com/magicleap/SuperPointPretrainedNetwork

     • https://github.com/rpautrat/SuperPoint

   • Blog：【論文精讀】SuperPoint: Self-Supervised Interest Point Detection and Description

7. DocUNet: Document Image Unwarping via A Stacked U-Net

   • Paper：CVPR 2018

   • Blog：

     • CVPR 2018 | 曠視科技Face++率先提出DocUNet 可復(fù)原扭曲的文檔圖像

     • 【論文精讀】DocUNet: Document Image Unwarping via A Stacked U-Net

經(jīng)典方法

1. SEAGULL: Seam-Guided Local Alignment for Parallax-Tolerant Image Stitching

   • Paper：ECCV 2016

2. Natural Image Stitching with the Global Similarity Prior

   • Paper：ECCV 2016

   • Code：https://github.com/nothinglo/NISwGSP

3. Adaptive as-natural-as-possible image stitching

   • Paper：CVPR 2015

   • Code：https://github.com/YaqiLYU/AANAP

   • Blog：

     • 【論文精讀】Adaptive As-Natural-As-Possible Image Stitching

     • 【論文精讀】Adaptive As-Natural-As-Possible Image Stitching

4. Parallax-Tolerant Image Stitching

   • Paper：CVPR 2014

   • Code：https://github.com/gain2217/Robust_Elastic_Warping

   • Keywords：seam-driven stitching的改進(jìn)版

   • Blog：

     • 【論文精讀】Parallax-tolerant Image Stitching

     • 14.Parallax-tolerant Image Stitching - 大視差圖片拼接

5. Shape-Preserving Half-Projective Warps for Image Stitching

   • Paper：CVPR 2014

   • Code：http://www.cmlab.csie.ntu.edu.tw/~frank/SPH/cvpr14_SPHP_code.tar

   • Blog：

     • 【論文精讀】Shape-Preserving Half-Projective Warps for Image Stitching

     • SPHP：形狀保留半投影圖像拼接

6. As-projective-as-possible Image Stitching with Moving DLT

   • Paper：CVPR 2013妹萨，IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2014

   • Code：https://cs.adelaide.edu.au/~tjchin/apap/files/mdlt.zip

   • Project：https://cs.adelaide.edu.au/~tjchin/apap/

   • Blog：【論文精讀】As-Projective-As-Possible Image Stitching with Moving DLT

7. Seam-Driven Image Stitching

   • Paper：EUROGRAPHICS 2013

   • Blog：

     • 【論文精讀】Seam-Driven Image Stitching

     • 圖像拼接論文筆記 Seam-Driven Image Stitching

     • Seam-Driven Image Stitching - 基于最佳拼縫搜索的圖像拼接

     • 13.Seam-Driven Image Stitching - 基于最佳拼縫搜索的圖像拼接

8. Smoothly Varying Affine Stitching

   • Paper：CVPR 2011

   • Blog：【論文精讀】Smoothly Varying Affine Stitching

9. Constructing image panoramas using dual-homography warping

   • Paper：CVPR 2011

   • Blog：【論文精讀】Constructing Image Panoramas using Dual-Homography Warping

參考資料：

1. 圖像拼接現(xiàn)在還有研究的價(jià)值嗎年枕？有哪些可以研究的點(diǎn)？現(xiàn)在技術(shù)發(fā)展如何乎完？ - YaqiLYU的回答 - 知乎

2. 圖像拼接系列論文-CSDN專欄-作者: 小李不會(huì)編程啊

3. 論文筆記-CSDN專欄-作者: 18歲小白想成大牛