DVIS: Decoupled Video Instance Segmentation Framework

The hungarian method for the assignment problem

Harold W Kuhn · 1955

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Mask r-cnn

Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 2017

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Decoupled weight decay regularization

Original

Ilya Loshchilov and Frank Hutter · 2017

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Attention is all you need

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017

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Video instance segmentation

Linjie Yang, Yuchen Fan, and Ning Xu · 2019

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Stem-seg: Spatio-temporal embeddings for instance segmentation in videos

Ali Athar, Sabarinath Mahadevan, Aljosa Osep, Laura Leal-Taixé, and Bastian Leibe · 2020

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Sipmask: Spatial information preservation for fast image and video instance segmentation

Jiale Cao, Rao Muhammad Anwer, Hisham Cholakkal, Fahad Shahbaz Khan, Yanwei Pang, and Ling Shao · 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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Video panoptic segmentation

Dahun Kim, Sanghyun Woo, Joon-Young Lee, and In So Kweon · 2020

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Urvos: Unified referring video object segmentation network with a large-scale benchmark

Seonguk Seo, Joon-Young Lee, and Bohyung Han · 2020

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Deformable detr: Deformable transformers for end-to-end object detection

Original

Xizhou Zhu, Weijie Su, Lewei Lu, Bin Li, Xiaogang Wang, and Jifeng Dai · 2020

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Mask2former for video instance segmentation

Original

Bowen Cheng, Anwesa Choudhuri, Ishan Misra, Alexander Kirillov, Rohit Girdhar, and Alexander G Schwing · 2021

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Video instance segmentation using inter-frame communication transformers

Sukjun Hwang, Miran Heo, Seoung Wug Oh, and Seon Joo Kim · 2021

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Vip-deeplab: Learning visual perception with depth-aware video panoptic segmentation

Siyuan Qiao, Yukun Zhu, Hartwig Adam, Alan Yuille, and Liang-Chieh Chen · 2021

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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 · 2021

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Learning to associate every segment for video panoptic segmentation

Sanghyun Woo, Dahun Kim, Joon-Young Lee, and In So Kweon · 2021

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Crossover learning for fast online video instance segmentation

Shusheng Yang, Yuxin Fang, Xinggang Wang, Yu Li, Chen Fang, Ying Shan, Bin Feng, and Wenyu Liu · 2021

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Masked-attention mask transformer for universal image segmentation

Trackformer: Multi-object tracking with transformers

Tim Meinhardt, Alexander Kirillov, Laura Leal-Taixe, and Christoph Feichtenhofer · 2022

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Large-scale video panoptic segmentation in the wild: A benchmark

Jiaxu Miao, Xiaohan Wang, Yu Wu, Wei Li, Xu Zhang, Yunchao Wei, and Yi Yang · 2022

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Occluded video instance segmentation: A benchmark

Jiyang Qi, Yan Gao, Yao Hu, Xinggang Wang, Xiaoyu Liu, Xiang Bai, Serge Belongie, Alan Yuille, Philip HS Torr, and Song Bai · 2022

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Seqformer: Sequential transformer for video instance segmentation

Junfeng Wu, Yi Jiang, Song Bai, Wenqing Zhang, and Xiang Bai · 2022

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In defense of online models for video instance segmentation

Junfeng Wu, Qihao Liu, Yi Jiang, Song Bai, Alan Yuille, and Xiang Bai · 2022

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Efficient video instance segmentation via tracklet query and proposal