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How to visually localize multiple sound sources in unconstrained videos is a formidable problem, especially when lack of the pairwise sound-object annotations.
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Aytar, Y., Vondrick, C., Torralba, A.: Soundnet: Learning sound representations from unlabeled video. In: Lee, D.D., Sugiyama, M., Luxburg, U.V., Guyon, I., Garnett, R. (eds.) Advances in Neural Information Processing Systems 29, pp. 892–900. Curran Associates, Inc. (2016), http://papers.nips.cc/paper/6146-soundnet-learning-sound-representations-from-unlabeled-video.pdf
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Owens, A., Wu, J., McDermott, J.H., Freeman, W.T., Torralba, A.: Ambient sound provides supervision for visual learning. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) Computer Vision – ECCV 2016. pp. 801–816. Springer International Publishing, Cham (2016)
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Zhou, B., Khosla, A., Lapedriza, A., Oliva, A., Torralba, A.: Learning deep features for discriminative localization. In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (June 2016)
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Arandjelovic, R., Zisserman, A.: Look, listen and learn. In: 2017 IEEE International Conference on Computer Vision (ICCV). pp. 609–617 (Oct 2017). https://doi.org/10.1109/ICCV.2017.73
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Gemmeke, J.F., Ellis, D.P.W., Freedman, D., Jansen, A., Lawrence, W., Moore, R.C., Plakal, M., Ritter, M.: Audio set: An ontology and human-labeled dataset for audio events. In: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). pp. 776–780 (March 2017). https://doi.org/10.1109/ICASSP.2017.7952261
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Hershey, S., Chaudhuri, S., Ellis, D.P.W., Gemmeke, J.F., Jansen, A., Moore, R.C., Plakal, M., Platt, D., Saurous, R.A., Seybold, B., Slaney, M., Weiss, R.J., Wilson, K.: Cnn architectures for large-scale audio classification. In: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). pp. 131–135 (March 2017). https://doi.org/10.1109/ICASSP.2017.7952132
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Selvaraju, R.R., Cogswell, M., Das, A., Vedantam, R., Parikh, D., Batra, D.: Grad-cam: Visual explanations from deep networks via gradient-based localization. In: The IEEE International Conference on Computer Vision (ICCV) (Oct 2017)
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Arandjelovic, R., Zisserman, A.: Objects that sound. In: The European Conference on Computer Vision (ECCV) (September 2018)
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Chattopadhay, A., Sarkar, A., Howlader, P., Balasubramanian, V.N.: Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks. In: 2018 IEEE Winter Conference on Applications of Computer Vision (WACV). pp. 839–847 (March 2018). https://doi.org/10.1109/WACV.2018.00097
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Gan, C., Zhao, H., Chen, P., Cox, D., Torralba, A.: Self-supervised moving vehicle tracking with stereo sound. In: Proceedings of the IEEE International Conference on Computer Vision. pp. 7053–7062 (2019)
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Gao, R., Grauman, K.: 2.5 d visual sound. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. pp. 324–333 (2019)
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Gao, R., Grauman, K.: Co-separating sounds of visual objects. In: The IEEE International Conference on Computer Vision (ICCV) (October 2019)
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2018
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Gao, R., Feris, R., Grauman, K.: Learning to separate object sounds by watching unlabeled video. In: The European Conference on Computer Vision (ECCV) (September 2018)
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Owens, A., Efros, A.A.: Audio-visual scene analysis with self-supervised multisensory features. In: The European Conference on Computer Vision (ECCV) (September 2018)
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Senocak, A., Oh, T.H., Kim, J., Yang, M.H., So Kweon, I.: Learning to localize sound source in visual scenes. In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (June 2018)
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Tian, Y., Shi, J., Li, B., Duan, Z., Xu, C.: Audio-visual event localization in unconstrained videos. In: The European Conference on Computer Vision (ECCV) (September 2018)
2018
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Zhao, H., Gan, C., Rouditchenko, A., Vondrick, C., McDermott, J., Torralba, A.: The sound of pixels. In: The European Conference on Computer Vision (ECCV) (September 2018)
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2019
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Rouditchenko, A., Zhao, H., Gan, C., McDermott, J., Torralba, A.: Self-supervised audio-visual co-segmentation. In: ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). pp. 2357–2361. IEEE (2019)
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Zhao, H., Gan, C., Ma, W.C., Torralba, A.: The sound of motions. In: The IEEE International Conference on Computer Vision (ICCV) (October 2019)
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Gan, C., Huang, D., Zhao, H., Tenenbaum, J.B., Torralba, A.: Music gesture for visual sound separation. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 10478–10487 (2020)
2020
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2020
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Zhou, H., Xu, X., Lin, D., Wang, X., Liu, Z.: Sep-stereo: Visually guided stereophonic audio generation by associating source separation. In: Proceedings of the European Conference on Computer Vision (ECCV) (2020)
2020
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