图像拼接(Image Stiching)方向论文微总结

目录

  • 期刊
    • 近几年
    • 经典方法
  • 会议
    • 近几年
    • 经典方法
  • 参考资料:


图像拼接任务对于目前主流视觉任务来说比较偏,目前基于深度学习的框架还不成熟,而且拼接任务里面很多小点都可以单独拿出来研究,比如聚焦或迁移到单应矩阵,图像对齐,图像融合,视频防抖,图像矩形化等。找到好的研究场景,既能发文又能有实用价值。现简单整理近几年的相关文章,如有遗漏还望读者指出。

期刊

近几年

  1. Natural Image Stitching Using Depth Maps

    • Paper:Arxiv 2022
    • Blog:
      • 【论文精读】Natural Image Stitching Using Depth Maps
      • 【论文精读】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—重访CV经典: 首个无监督深度学习图像拼接框架
  3. Pixel-wise Deep Image Stitching

    • Paper:Arxiv 2021
    • Blog:【论文精读】Pixel-wise Deep Image Stitching
  4. Learning Edge-Preserved Image Stitching from Large-Baseline Deep Homography

    • Paper:Arxiv 2020
    • Blog:【论文精读】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,2020
    • Code:https://github.com/nie-lang/DeepImageStitching-1.0
    • Blog:【论文精读】A view-free image stitching network based on global homography-基于全局单应的无视图图像拼接网络
  6. A Novel Projective-Consistent Plane Based Image Stitching Method

    • Paper:IEEE Transactions on Multimedia,2019
  7. Graph-based Hypothesis Generation for Parallax-tolerant Image Stitching

    • Paper:Arxiv 2018
    • Blog:【论文精读】Graph-based Hypothesis Generation for Parallax-tolerant Image Stitching-基于图的视差容忍图像拼接假设生成
  8. Single-Perspective Warps in Natural Image Stitching

    • Paper:IEEE Transactions on Image Processing,2018
    • Blog:
      • 【论文精读】Single-Perspective Warps in Natural Image Stitching-自然图像拼接中的单透视扭曲;
      • 【论文精读】Single-Perspective Warps in Natural Image Stitching
  9. Parallax-Tolerant Image Stitching Based on Robust Elastic Warping

  • Paper:IEEE Transactions on Multimedia,2018
  • Code:https://github.com/gain2217/Robust_Elastic_Warping
  • Blog:【论文精读】Parallax-Tolerant Image Stitching Based on Robust Elastic Warping

经典方法

  1. Seam carving for content-aware image resizing
    • Paper:ACM Transactions on graphics (TOG)2007
    • Code:https://github.com/mahmoudnafifi/seam-carving
    • Blog:【论文精读】Seam Carving for Content-Aware Image Resizing
  2. Automatic Panoramic Image Stitching using Invariant Features
    • Paper:International Journal of Computer Vision, 2007
    • Keywords:开山之作
    • 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:【论文精读】As-Rigid-As-Possible Shape Manipulation

会议

近几年

  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 | 从图形学顶会到视觉顶会:一份改良何恺明早期工作的图像拼接矩形化新基准
      • 【论文精读】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:
      • 【论文精读】Leveraging Line-point Consistence to Preserve Structures for Wide Parallax Image Stitching
      • 【论文精读】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:【论文精读】SuperPoint: Self-Supervised Interest Point Detection and Description
  7. DocUNet: Document Image Unwarping via A Stacked U-Net
    • Paper:CVPR 2018
    • Blog:
      • CVPR 2018 | 旷视科技Face++率先提出DocUNet 可复原扭曲的文档图像
      • 【论文精读】DocUNet: Document Image Unwarping via A Stacked U-Net

经典方法

  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:
      • 【论文精读】Adaptive As-Natural-As-Possible Image Stitching
      • 【论文精读】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的改进版
    • Blog:
      • 【论文精读】Parallax-tolerant Image Stitching
      • 14.Parallax-tolerant Image Stitching - 大视差图片拼接
  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:
      • 【论文精读】Shape-Preserving Half-Projective Warps for Image Stitching
      • SPHP:形状保留半投影图像拼接
  6. As-projective-as-possible Image Stitching with Moving DLT
    • Paper:CVPR 2013,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:【论文精读】As-Projective-As-Possible Image Stitching with Moving DLT
  7. Seam-Driven Image Stitching
    • Paper:EUROGRAPHICS 2013
    • Blog:
      • 【论文精读】Seam-Driven Image Stitching
      • 图像拼接论文笔记 Seam-Driven Image Stitching
      • Seam-Driven Image Stitching - 基于最佳拼缝搜索的图像拼接
      • 13.Seam-Driven Image Stitching - 基于最佳拼缝搜索的图像拼接
  8. Smoothly Varying Affine Stitching
    • Paper:CVPR 2011
    • Blog:【论文精读】Smoothly Varying Affine Stitching
  9. Constructing image panoramas using dual-homography warping
    • Paper:CVPR 2011
    • Blog:【论文精读】Constructing Image Panoramas using Dual-Homography Warping

参考资料:

  1. 图像拼接现在还有研究的价值吗?有哪些可以研究的点?现在技术发展如何? - YaqiLYU的回答 - 知乎
  2. 图像拼接系列论文-CSDN专栏-作者: 小李不会编程啊
  3. 论文笔记-CSDN专栏-作者: 18岁小白想成大牛

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