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We introduce a real-time, high-resolution background replacement technique which operates at 30fps in 4K resolution, and 60fps for HD on a modern GPU.
Video background replacement without a blue screen
Richard J Qian and M Ibrahim Sezan · 1999
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A bayesian approach to digital matting
Yung-Yu Chuang, Brian Curless, David H Salesin, and Richard Szeliski · 2001
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Poisson matting
Jian Sun, Jiaya Jia, Chi-Keung Tang, and Heung-Yeung Shum · 2004
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A closed-form solution to natural image matting
Anat Levin, Dani Lischinski, and Yair Weiss · 2007
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Spectral matting
Anat Levin, Alex Rav-Acha, and Dani Lischinski · 2008
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Image and video matting: a survey
Jue Wang, Michael F Cohen, et al · 2008
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Near-real-time image matting with known background
Minglun Gong and Yee-Hong Yang · 2009
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A perceptually motivated online benchmark for image matting
Christoph Rhemann, Carsten Rother, Jue Wang, Margrit Gelautz, Pushmeet Kohli, and Pamela Rott · 2009
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Shared sampling for real-time alpha matting
Eduardo SL Gastal and Manuel M Oliveira · 2010
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Rectified linear units improve restricted boltzmann machines
V. Nair and Geoffrey E. Hinton · 2010
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Knn matting
Qifeng Chen, Dingzeyu Li, and Chi-Keung Tang · 2013
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Batch normalization: Accelerating deep network training by reducing internal covariate shift
S. Ioffe and Christian Szegedy · 2015
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Deep residual learning for image recognition
Kaiming He, X. Zhang, Shaoqing Ren, and Jian Sun · 2016
Cited alongside, same era.
Deep automatic portrait matting
Xiaoyong Shen, Xin Tao, Hongyun Gao, Chao Zhou, and Jiaya Jia · 2016
Cited alongside, same era.
Designing effective inter-pixel information flow for natural image matting
Yagiz Aksoy, Tunc Ozan Aydin, and Marc Pollefeys · 2017
Cited alongside, same era.
Rethinking atrous convolution for semantic image segmentation
Liang-Chieh Chen, George Papandreou, Florian Schroff, and Hartwig Adam · 2017
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Mask r-cnn
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 2017
Cited alongside, same era.
Deep image matting
Ning Xu, Brian Price, Scott Cohen, and Thomas Huang · 2017
Cited alongside, same era.
Context-aware image matting for simultaneous foreground and alpha estimation
Qiqi Hou and Feng Liu · 2019
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Indices matter: Learning to index for deep image matting
Hao Lu, Yutong Dai, Chunhua Shen, and Songcen Xu · 2019
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Pytorch: An imperative style, high-performance deep learning library
Adam Paszke, S. Gross, Francisco Massa, A. Lerer, J. Bradbury, G. Chanan, T. Killeen, Z. Lin, N. Gimelshein, L. Antiga, Alban Desmaison, Andreas Köpf, E. Yang, Zach DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, B. Steiner, Lu Fang, Junjie Bai, and Soumith Chintala · 2019
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Learning-based sampling for natural image matting
Jingwei Tang, Yagiz Aksoy, Cengiz Oztireli, Markus Gross, and Tunc Ozan Aydin · 2019
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Pose2seg: Detection free human instance segmentation
Song-Hai Zhang, Ruilong Li, Xin Dong, Paul Rosin, Zixi Cai, Xi Han, Dingcheng Yang, Haozhi Huang, and Shi-Min Hu · 2019
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Fast deep matting for portrait animation on mobile phone
Bingke Zhu, Yingying Chen, Jinqiao Wang, Si Liu, Bo Zhang, and Ming Tang · 2017
Cited alongside, same era.
Semantic soft segmentation
Yağiz Aksoy, Tae-Hyun Oh, Sylvain Paris, Marc Pollefeys, and Wojciech Matusik · 2018
Cited alongside, same era.
Encoder-decoder with atrous separable convolution for semantic image segmentation
Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, and Hartwig Adam · 2018
Cited alongside, same era.
Look into person: Joint body parsing & pose estimation network and a new benchmark
Xiaodan Liang, Ke Gong, Xiaohui Shen, and Liang Lin · 2018
Cited alongside, same era.
Mobilenetv2: Inverted residuals and linear bottlenecks
Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, and Liang-Chieh Chen · 2018
Cited alongside, same era.
Disentangled image matting
Shaofan Cai, Xiaoshuai Zhang, Haoqiang Fan, Haibin Huang, Jiangyu Liu, Jiaming Liu, Jiaying Liu, Jue Wang, and Jian Sun · 2019
Cited alongside, same era.
A late fusion cnn for digital matting
Yunke Zhang, Lixue Gong, Lubin Fan, Peiran Ren, Qixing Huang, Hujun Bao, and Weiwei Xu · 2019
Later among the works it cites.
Marco Forte and François Pitié · 2020
Closest in time.
Pointrend: Image segmentation as rendering
Alexander Kirillov, Yuxin Wu, Kaiming He, and Ross Girshick · 2020
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Hierarchical opacity propagation for image matting
Yaoyi Li, Qingyao Xu, and Hongtao Lu · 2020
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Boosting semantic human matting with coarse annotations
Jinlin Liu, Yuan Yao, Wendi Hou, Miaomiao Cui, Xuansong Xie, Changshui Zhang, and Xian-sheng Hua · 2020
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Attention-guided hierarchical structure aggregation for image matting
Yu Qiao, Yuhao Liu, Xin Yang, Dongsheng Zhou, Mingliang Xu, Qiang Zhang, and Xiaopeng Wei · 2020
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Background matting: The world is your green screen
Soumyadip Sengupta, Vivek Jayaram, Brian Curless, Steven M Seitz, and Ira Kemelmacher-Shlizerman · 2020
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