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Recently, query based deep networks catch lots of attention owing to their end-to-end pipeline and competitive results on several fundamental computer vision tasks, such as object detection, semantic segmentation, and instance segmentation.
Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Aggregated residual transformations for deep neural networks
Saining Xie, Ross Girshick, Piotr Dollár, Zhuowen Tu, and Kaiming He · 2017
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Video instance segmentation
Linjie Yang, Yuchen Fan, and Ning Xu · 2019
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Motion-guided spatial time attention for video object segmentation
Qiang Zhou, Zilong Huang, Lichao Huang, Yongchao Gong, Han Shen, Wenyu Liu, and Xinggang Wang · 2019
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Stem-seg: Spatio-temporal embeddings for instance segmentation in videos
Ali Athar, S. Mahadevan, Aljosa Osep, L. Leal-Taixé, and B. Leibe · 2020
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Classifying, segmenting, and tracking object instances in video with mask propagation
Gedas Bertasius and Lorenzo Torresani · 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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Compfeat: Comprehensive feature aggregation for video instance segmentation
Yang Fu, Linjie Yang, Ding Liu, Thomas S Huang, and Humphrey Shi · 2020
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The open images dataset v4
Alina Kuznetsova, Hassan Rom, Neil Alldrin, Jasper Uijlings, Ivan Krasin, Jordi Pont-Tuset, Shahab Kamali, Stefan Popov, Matteo Malloci, Alexander Kolesnikov, et al · 2020
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Fast video object segmentation using the global context module
Yu Li, Zhuoran Shen, and Ying Shan · 2020
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Dual semantic fusion network for video object detection
Lijian Lin, Haosheng Chen, Honglun Zhang, Jun Liang, Yu Li, Ying Shan, and Hanzi Wang · 2020
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Quasi-dense similarity learning for multiple object tracking
Jiangmiao Pang, Linlu Qiu, Xia Li, Haofeng Chen, Qi Li, Trevor Darrell, and Fisher Yu · 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
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Fairmot: On the fairness of detection and re-identification in multiple object tracking
Yifu Zhang, Chunyu Wang, Xinggang Wang, Wenjun Zeng, and Wenyu Liu · 2020
Msn: Efficient online mask selection network for video instance segmentation
Vidit Goel, Jiachen Li, Shubhika Garg, Harsh Maheshwari, and Humphrey Shi · 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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Video instance segmentation with a propose-reduce paradigm
Huaijia Lin, Ruizheng Wu, Shu Liu, Jiangbo Lu, and Jiaya Jia · 2021
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Swin transformer: Hierarchical vision transformer using shifted windows
Ze Liu, Yutong Lin, Yue Cao, Han Hu, Yixuan Wei, Zheng Zhang, Stephen Lin, and Baining Guo · 2021
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1st place solution for youtubevos challenge 2021: Video instance segmentation
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Msg-transformer: Exchanging local spatial information by manipulating messenger tokens
Jiemin Fang, Lingxi Xie, Xinggang Wang, Xiaopeng Zhang, Wenyu Liu, and Qi Tian · 2021
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You only look at one sequence: Rethinking transformer in vision through object detection
Yuxin Fang, Bencheng Liao, Xinggang Wang, Jiemin Fang, Jiyang Qi, Rui Wu, Jianwei Niu, and Wenyu Liu · 2021
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Yuxin Fang, Shusheng Yang, Xinggang Wang, Yu Li, Chen Fang, Ying Shan, Bin Feng, and Wenyu Liu · 2021
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Thuy C Nguyen, Tuan N Tang, Nam LH Phan, Chuong H Nguyen, Masayuki Yamazaki, and Masao Yamanaka · 2021
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Sparse r-cnn: End-to-end object detection with learnable proposals
Peize Sun, Rufeng Zhang, Yi Jiang, Tao Kong, Chenfeng Xu, Wei Zhan, Masayoshi Tomizuka, Lei Li, Zehuan Yuan, Changhu Wang, et al · 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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Rethinking semantic segmentation from a sequence-to-sequence perspective with transformers
Sixiao Zheng, Jiachen Lu, Hengshuang Zhao, Xiatian Zhu, Zekun Luo, Yabiao Wang, Yanwei Fu, Jianfeng Feng, Tao Xiang, Philip HS Torr, et al · 2021
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