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Sound source localization is a typical and challenging task that predicts the location of sound sources in a video.
Audio vision: Using audio-visual synchrony to locate sounds
John Hershey and Javier Movellan · 1999
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Learning joint statistical models for audio-visual fusion and segregation
John W Fisher III, Trevor Darrell, William Freeman, and Paul Viola · 2000
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Audio-visual sound separation via hidden markov models
John Hershey and Michael Casey · 2001
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Pixels that sound
Einat Kidron, Yoav Y Schechner, and Michael Elad · 2005
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Visualizing data using t-sne
Laurens van der Maaten and Geoffrey Hinton · 2008
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ImageNet: A Large-Scale Hierarchical Image Database
Jia Deng, Wei Dong, Richard Socher, Li-Jia. Li, Kai Li, and Li Fei-Fei · 2009
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Soundnet: Learning sound representations from unlabeled video
Yusuf Aytar, Carl Vondrick, and Antonio Torralba · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Ambient sound provides supervision for visual learning
Andrew Owens, Jiajun Wu, Josh H. McDermott, William T. Freeman, and Antonio Torralba · 2016
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Look, listen and learn
Relja Arandjelovic and Andrew Zisserman · 2017
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Categorical reparameterization with gumbel-softmax
Eric Jang, Shixiang Gu, and Ben Poole · 2017
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The concrete distribution: A continuous relaxation of discrete random variables
Chris J. Maddison, Andriy Mnih, and Yee Whye Teh · 2017
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Objects that sound
Relja Arandjelovic and Andrew Zisserman · 2018
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Ariel Ephrat, Inbar Mosseri, Oran Lang, Tali Dekel, Kevin Wilson, Avinatan Hassidim, William T Freeman, and Michael Rubinstein · 2018
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Learning to separate object sounds by watching unlabeled video
Ruohan Gao, Rogerio Feris, and Kristen Grauman · 2018
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Cooperative learning of audio and video models from self-supervised synchronization
Bruno Korbar, Du Tran, and Lorenzo Torresani · 2018
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Self-supervised generation of spatial audio for 360°video
Pedro Morgado, Nuno Nvasconcelos, Timothy Langlois, and Oliver Wang · 2018
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Learning to localize sound source in visual scenes
Arda Senocak, Tae-Hyun Oh, Junsik Kim, Ming-Hsuan Yang, and In So Kweon · 2018
Cited alongside, same era.
Audio-visual event localization in unconstrained videos
Yapeng Tian, Jing Shi, Bochen Li, Zhiyao Duan, and Chenliang Xu · 2018
Cited alongside, same era.
Hang Zhao, Chuang Gan, Andrew Rouditchenko, Carl Vondrick, Josh McDermott, and Antonio Torralba · 2018
Cited alongside, same era.
2.5d visual sound
Ruohan Gao and Kristen Grauman · 2019
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Deep multimodal clustering for unsupervised audiovisual learning
Di Hu, Feiping Nie, and Xuelong Li · 2019
Cited alongside, same era.
Dual-modality seq2seq network for audio-visual event localization
Yan-Bo Lin, Yu-Jhe Li, and Yu-Chiang Frank Wang · 2019
Unified multisensory perception: Weakly-supervised audio-visual video parsing
Yapeng Tian, Dingzeyu Li, and Chenliang Xu · 2020
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Into the wild with audioscope: Unsupervised audio-visual separation of on-screen sounds
Efthymios Tzinis, Scott Wisdom, Aren Jansen, Shawn Hershey, Tal Remez, Daniel PW Ellis, and John R Hershey · 2020
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Visual scene graphs for audio source separation
Moitreya Chatterjee, Jonathan Le Roux, Narendra Ahuja, and Anoop Cherian · 2021
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Learning to set waypoints for audio-visual navigation
Changan Chen, Sagnik Majumder, Al-Halah Ziad, Ruohan Gao, Santhosh Kumar Ramakrishnan, and Kristen Grauman · 2021
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Localizing visual sounds the hard way
Honglie Chen, Weidi Xie, Triantafyllos Afouras, Arsha Nagrani, Andrea Vedaldi, and Andrew Zisserman · 2021
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Cited alongside, same era.
Dual attention matching for audio-visual event localization
Yu Wu, Linchao Zhu, Yan Yan, and Yi Yang · 2019
Cited alongside, same era.
Recursive visual sound separation using minus-plus net
Xudong Xu, Bo Dai, and Dahua Lin · 2019
Cited alongside, same era.
The sound of motions
Hang Zhao, Chuang Gan, Wei-Chiu Ma, and Antonio Torralba · 2019
Cited alongside, same era.
Self-supervised learning of audio-visual objects from video
Triantafyllos Afouras, Andrew Owens, Joon Son Chung, and Andrew Zisserman · 2020
Cited alongside, same era.
Soundspaces: Audio-visual navigation in 3d environments
Changan Chen, Unnat Jain, Carl Schissler, S. V. A. Garí, Ziad Al-Halah, Vamsi Krishna Ithapu, Philip Robinson, and Kristen Grauman · 2020
Cited alongside, same era.
Vggsound: A large-scale audio-visual dataset
Honglie Chen, Weidi Xie, Andrea Vedaldi, and Andrew Zisserman · 2020
Cited alongside, same era.
Exploring cross-video and cross-modality signals for weakly-supervised audio-visual video parsing
Yan-Bo Lin, Hung-Yu Tseng, Hsin-Ying Lee, Yen-Yu Lin, and Ming-Hsuan Yang · 2021
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Robust audio-visual instance discrimination
Pedro Morgado, Ishan Misra, and Nuno Vasconcelos · 2021
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Audio-visual instance discrimination with cross-modal agreement
Pedro Morgado, Nuno Vasconcelos, and Ishan Misra · 2021
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Cyclic co-learning of sounding object visual grounding and sound separation
Yapeng Tian, Di Hu, and Chenliang Xu · 2021
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Exploring heterogeneous clues for weakly-supervised audio-visual video parsing
Yu Wu and Yi Yang · 2021
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Soundspaces 2.0: A simulation platform for visual-acoustic learning
Changan Chen, Carl Schissler, Sanchit Garg, Philip Kobernik, Alexander Clegg, Paul Calamia, Dhruv Batra, Philip W Robinson, and Kristen Grauman · 2022
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Mix and localize: Localizing sound sources in mixtures
Xixi Hu, Ziyang Chen, and Andrew Owens · 2022
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A closer look at weakly-supervised audio-visual source localization
Shentong Mo and Pedro Morgado · 2022
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Localizing visual sounds the easy way
Shentong Mo and Pedro Morgado · 2022
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Multi-modal grouping network for weakly-supervised audio-visual video parsing
Shentong Mo and Yapeng Tian · 2022
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Learning sound localization better from semantically similar samples
Arda Senocak, Hyeonggon Ryu, Junsik Kim, and In So Kweon · 2022
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Groupvit: Semantic segmentation emerges from text supervision
Jiarui Xu, Shalini De Mello, Sifei Liu, Wonmin Byeon, Thomas Breuel, Jan Kautz, and Xiaolong Wang · 2022
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