Github项目推荐 | 全景分割相关资源列表

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