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We propose a novel neural network module that transforms an existing single-frame semantic segmentation model into a video semantic segmentation pipeline.
Segmentation and recognition using structure from motion point clouds
Gabriel J. Brostow, Jamie Shotton, Julien Fauqueur, and Roberto Cipolla · 2008
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Segmentation and recognition using structure from motion point clouds
Gabriel J Brostow, Jamie Shotton, Julien Fauqueur, and Roberto Cipolla · 2008
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Semantic object classes in video: A high-definition ground truth database
Gabriel J. Brostow, Julien Fauqueur, and Roberto Cipolla · 2009
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Temporally consistent multi-class video-object segmentation with the video graph-shifts algorithm
A. Y. C. Chen and J. J. Corso · 2011
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Track to the future: Spatio-temporal video segmentation with long-range motion cues
J. Lezama, K. Alahari, J. Sivic, and I. Laptev · 2011
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A naturalistic open source movie for optical flow evaluation
D. J. Butler, J. Wulff, G. B. Stanley, and M. J. Black · 2012
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Joint 2d-3d temporally consistent semantic segmentation of street scenes
G. Floros and B. Leibe · 2012
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On-line semantic perception using uncertainty
R. D. Nijs, Sebastian Ramos, Gemma Roig, X. Boix, L. V. Gool, and K. Kühnlenz · 2012
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Vision meets robotics: The kitti dataset
Andreas Geiger, Philip Lenz, Christoph Stiller, and Raquel Urtasun · 2013
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Joint semantic segmentation and 3d reconstruction from monocular video
Abhijit Kundu, Y. Li, F. Dellaert, F. Li, and James M. Rehg · 2014
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Segmentation of moving objects by long term video analysis
Peter Ochs, Jitendra Malik, and Thomas Brox · 2014
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Flownet: Learning optical flow with convolutional networks
A. Dosovitskiy, P. Fischer, E. Ilg, P. Häusser, C. Hazırbaş, V. Golkov, P. v.d. Smagt, D. Cremers, and T. Brox · 2015
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Semantic video segmentation: Exploring inference efficiency
Subarna Tripathi, Serge J. Belongie, Y. Hwang, and T. Nguyen · 2015
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The cityscapes dataset for semantic urban scene understanding
Marius Cordts, Mohamed Omran, Sebastian Ramos, Timo Rehfeld, Markus Enzweiler, Rodrigo Benenson, Uwe Franke, Stefan Roth, and Bernt Schiele · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Cited alongside, same era.
Fast optical flow using dense inverse search
Till Kroeger, Radu Timofte, Dengxin Dai, and Luc Van Gool · 2016
Cited alongside, same era.
Feature space optimization for semantic video segmentation
A. Kundu, V. Vineet, and V. Koltun · 2016
Cited alongside, same era.
Playing for data: Ground truth from computer games
Stephan R. Richter, Vibhav Vineet, Stefan Roth, and Vladlen Koltun · 2016
Cited alongside, same era.
Clockwork convnets for video semantic segmentation
Evan Shelhamer, Kate Rakelly, Judy Hoffman, and Trevor Darrell · 2016
Cited alongside, same era.
Semantic video cnns through representation warping
Raghudeep Gadde, Varun Jampani, and Peter V. Gehler · 2017
Cited alongside, same era.
Low-latency video semantic segmentation
Yule Li, Jianping Shi, and Dahua Lin · 2018
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Semantic video segmentation by gated recurrent flow propagation
David Nilsson and Cristian Sminchisescu · 2018
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Erfnet: Efficient residual factorized convnet for real-time semantic segmentation
Eduardo Romera, J. M. Álvarez, L. M. Bergasa, and Roberto Arroyo · 2018
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Dynamic video segmentation network
Yu-Syuan Xu, Tsu-Jui Fu, Hsuan-Kung Yang, and Chun-Yi Lee · 2018
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Icnet for real-time semantic segmentation on high-resolution images
Hengshuang Zhao, Xiaojuan Qi, Xiaoyong Shen, Jianping Shi, and Jiaya Jia · 2018
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Local relation networks for image recognition
Han Hu, Zheng Zhang, Zhenda Xie, and Stephen Lin · 2019
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Flownet 2.0: Evolution of optical flow estimation with deep networks
E. Ilg, N. Mayer, T. Saikia, M. Keuper, A. Dosovitskiy, and T. Brox · 2017
Cited alongside, same era.
Budget-aware deep semantic video segmentation
Behrooz Mahasseni, Sinisa Todorovic, and Alan Fern · 2017
Cited alongside, same era.
Learning Video Object Segmentation with Visual Memory
Pavel Tokmakov, Karteek Alahari, and Cordelia Schmid · 2017
Cited alongside, same era.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Ł ukasz Kaiser, and Illia Polosukhin · 2017
Cited alongside, same era.
Pyramid scene parsing network
Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, and Jiaya Jia · 2017
Cited alongside, same era.
Deep feature flow for video recognition
X. Zhu, Y. Xiong, Jifeng Dai, L. Yuan, and Y. Wei · 2017
Cited alongside, same era.
Attention-guided network for semantic video segmentation
Jiangyun Li, Yikai Zhao, Jun Fu, Jiajia Wu, and Jing Liu · 2019
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Video object segmentation using space-time memory networks
Seoung Wug Oh, Joon-Young Lee, Ning Xu, and Seon Joo Kim · 2019
Later among the works it cites.
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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Temporally distributed networks for fast video semantic segmentation
Ping Hu, Fabian Caba, Oliver Wang, Zhe Lin, Stan Sclaroff, and Federico Perazzi · 2020
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Efficient semantic video segmentation with per-frame inference
Yifan Liu, Chunhua Shen, Changqian Yu, and Jingdong Wang · 2020
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Efficient video semantic segmentation with labels propagation and refinement
Matthieu Paul, Christoph Mayer, Luc Van Gool, and Radu Timofte · 2020
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Real-time semantic segmentation with fast attention
P. Hu, Federico Perazzi, Fabian Caba Heilbron, Oliver Wang, Zhe Lin, Kate Saenko, and S. Sclaroff · 2021
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