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Github项目推荐 | 全景分割相关资源列表

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AI研习社
修改2019-08-07 17:18:03
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修改2019-08-07 17:18:03
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文章被收录于专栏:AI研习社

awesome-panoptic-segmentation

by Angzz

本项目是具有挑战性的全景分割的集合,包括论文、代码和基准测试结果等。

Github项目地址:

https://github.com/Angzz/awesome-panoptic-segmentation

用一句话概括:全景分割提出了以统一和通用的方式解决语义分割(* Stuff *)和实例分割(* Thing *)的方法。

数据集

通常地,包含语义和实例注释的数据集可用于解决具有挑战性的全景任务。

  • Cityscapes
  • Mapillary Vistas
  • ADE20K
  • COCO-Panoptic
  • BDD100K (暂时不发布实例注释)

基准测试结果

  • PQ 是全景分割中描述的标准指标。
  • PC 是DeeperLab中描述的标准指标。
  • COCO Benchmark
  • Cityscapes Benchmark
  • Mapillary Benchmark

论文

CVPR2019

  • Panoptic Segmentation: Alexander Kirillov, Kaiming He, Ross Girshick, Carsten Rother, Piotr Dollár. "Panoptic Segmentation." CVPR (2019). [paper]
  • Panoptic FPN: Alexander Kirillov, Ross Girshick, Kaiming He, Piotr Dollár. "Panoptic Feature Pyramid Networks." CVPR (2019 oral). [paper]
  • AUNet: Yanwei Li, Xinze Chen, Zheng Zhu, Lingxi Xie, Guan Huang, Dalong Du, Xingang Wang. "Attention-guided Unified Network for Panoptic Segmentation." CVPR (2019). [paper]
  • UPSNet: Yuwen Xiong, Renjie Liao, Hengshuang Zhao, Rui Hu, Min Bai, Ersin Yumer, Raquel Urtasun. "UPSNet: A Unified Panoptic Segmentation Network." CVPR (2019). [paper] [code]
  • DeeperLab: Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu, Jyh-Jing Hwang, Ting Liu, Xiao Zhang, Vivienne Sze, George Papandreou, Liang-Chieh Chen. "DeeperLab: Single-Shot Image Parser." CVPR (2019). [paper] [project] [code]
  • TASCNet: Jie Li, Allan Raventos, Arjun Bhargava, Takaaki Tagawa, Adrien Gaidon. "Learning to Fuse Things and Stuff." CVPR (2019). [paper]
  • OANet: Huanyu Liu, Chao Peng, Changqian Yu, Jingbo Wang, Xu Liu, Gang Yu, Wei Jiang. "An End-to-End Network for Panoptic Segmentation." CVPR (2019). [paper]
  • Eirikur Agustsson, Jasper R. R. Uijlings, Vittorio Ferrari . "Interactive Full Image Segmentation by Considering All Regions Jointly." CVPR (2019). [paper]

ECCV2018

  • Qizhu Li, Anurag Arnab, Philip H.S. Torr. "Weakly- and Semi-Supervised Panoptic Segmentation." ECCV (2018). [paper] [code]

ArXiv

  • Seamless: Lorenzo Porzi, Samuel Rota Bulo, Aleksander Colovic, Peter Kontschieder. "Seamless Scene Segmentation." arXiv (2019). [paper]
  • Daan de Geus, Panagiotis Meletis, Gijs Dubbelman. "Panoptic Segmentation with a Joint Semantic and Instance Segmentation Network." arXiv (2018). [paper]
  • Daan de Geus, Panagiotis Meletis, Gijs Dubbelman. "Single Network Panoptic Segmentation for Street Scene Understanding." arXiv (2019). [paper]
  • David Owen, Ping-Lin Chang. "Detecting Reflections by Combining Semantic and Instance Segmentation." arXiv (2019). [paper]
  • Gaku Narita, Takashi Seno, Tomoya Ishikawa, Yohsuke Kaji. "PanopticFusion: Online Volumetric Semantic Mapping at the Level of Stuff and Things." arXiv (2019). [paper]

博客

  • Face++ Detection Team: https://zhuanlan.zhihu.com/p/59141570
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原始发表:2019-05-13,如有侵权请联系 cloudcommunity@tencent.com 删除

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目录
  • awesome-panoptic-segmentation
  • Github项目地址:
  • 数据集
  • 基准测试结果
    • CVPR2019
      • ECCV2018
        • ArXiv
        • 博客
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        问题归档专栏文章快讯文章归档关键词归档开发者手册归档开发者手册 Section 归档