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Recent trends in Video Instance Segmentation (VIS) have seen a growing reliance on online methods to model complex and lengthy video sequences.
MOTS: multi-object tracking and segmentation
Paul Voigtlaender, Michael Krause, Aljosa Osep, Jonathon Luiten, Berin Balachandar Gnana Sekar, Andreas Geiger, and Bastian Leibe · 1902
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Categorical reparameterization with gumbel-softmax
Eric Jang, Shixiang Gu, and Ben Poole · 2016
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The concrete distribution: A continuous relaxation of discrete random variables
Chris J. Maddison, Andriy Mnih, and Yee Whye Teh · 2016
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Video instance segmentation
Linjie Yang, Yuchen Fan, and Ning Xu · 2019
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Classifying, segmenting, and tracking object instances in video with mask propagation
Gedas Bertasius et al · 2020
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End-to-end object detection with transformers
Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko · 2020
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End-to-end video instance segmentation with transformers
Yuqing Wang, Zhaoliang Xu, Xinlong Wang, Chunhua Shen, Baoshan Cheng, Hao Shen, and Huaxia Xia · 2020
Earlier work this paper cites.
Mask2former for video instance segmentation
Bowen Cheng, Anwesa Choudhuri, Ishan Misra, Alexander Kirillov, Rohit Girdhar, and Alexander G Schwing · 2021
Cited alongside, same era.
Video instance segmentation using inter-frame communication transformers
Sukjun Hwang, Miran Heo, Seoung Wug Oh, and Seon Joo Kim · 2021
Cited alongside, same era.
Spatial feature calibration and temporal fusion for effective one-stage video instance segmentation
Minghan Li, Shuai Li, Lida Li, and Lei Zhang · 2021
Cited alongside, same era.
Video instance segmentation with a propose-reduce paradigm
Huaijia Lin, Ruizheng Wu, Shu Liu, Jiangbo Lu, and Jiaya Jia · 2021
Cited alongside, same era.
Occluded video instance segmentation
Jiyang Qi, Yan Gao, Yao Hu, Xinggang Wang, Xiaoyu Liu, Xiang Bai, Serge Belongie, Alan Yuille, Philip HS Torr, and Song Bai · 2021
Cited alongside, same era.
Instanceformer: An online video instance segmentation framework
Rajat Koner, Tanveer Hannan, Suprosanna Shit, Sahand Sharifzadeh, Matthias Schubert, Thomas Seidl, and Volker Tresp · 2022
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Trackformer: Multi-object tracking with transformers
Tim Meinhardt, Alexander Kirillov, Laura Leal-Taixe, and Christoph Feichtenhofer · 2022
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Video instance segmentation via multi-scale spatio-temporal split attention transformer
Omkar Thawakar, Sanath Narayan, Jiale Cao, Hisham Cholakkal, Rao Muhammad Anwer, Muhammad Haris Khan, Salman Khan, Michael Felsberg, and Fahad Shahbaz Khan · 2022
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Youtube-vis dataset 2021 version
Ning Xu, Linjie Yang, Jianchao Yang, Dingcheng Yue, Yuchen Fan, Yuchen Liang, and Thomas S. Huang · 2022
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The 4th large-scale video object segmentation challenge - youtube-vos
Ning Xu, Linjie Yang, Jianchao Yang, Dingcheng Yue, Yuchen Fan, Yuchen Liang, and Thomas S. Huang · 2022
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Deformable detr: Deformable transformers for end-to-end object detection
Xizhou Zhu, Weijie Su, Lewei Lu, Bin Li, Xiaogang Wang, and Jifeng Dai · 2021
Cited alongside, same era.
Visolo: Grid-based space-time aggregation for efficient online video instance segmentation
Su Ho Han, Sukjun Hwang, Seoung Wug Oh, Yeonchool Park, Hyunwoo Kim, Min-Jung Kim, and Seon Joo Kim · 2022
Cited alongside, same era.
Minvis: A minimal video instance segmentation framework without video-based training
De-An Huang, Zhiding Yu, and Anima Anandkumar · 2022
Cited alongside, same era.
A generalized framework for video instance segmentation
Miran Heo, Sukjun Hwang, Jeongseok Hyun, Hanjung Kim, Seoung Wug Oh, Joon-Young Lee, and Seon Joo Kim
Cited in the paper.
Vita: Video instance segmentation via object token association
Miran Heo, Sukjun Hwang, Seoung Wug Oh, Joon-Young Lee, and Seon Joo Kim
Cited in the paper.
Efficient video instance segmentation via tracklet query and proposal
Jialian Wu, Sudhir Yarram, Hui Liang, Tian Lan, Junsong Yuan, Jayan Eledath, and Gerard Medioni
Cited in the paper.
Seqformer: a frustratingly simple model for video instance segmentation
Junfeng Wu, Yi Jiang, Wenqing Zhang, Xiang Bai, and Song Bai
Cited in the paper.
Temporally efficient vision transformer for video instance segmentation
Shusheng Yang, Xinggang Wang, Yu Li, Yuxin Fang, Jiemin Fang, Wenyu Liu, Xun Zhao, and Ying Shan · 2022
Later among the works it cites.
Robust online video instance segmentation with track queries
Zitong Zhan, Daniel McKee, and Svetlana Lazebnik · 2022
Later among the works it cites.