NjuHaoZhang / awesome-audio-visual

A curated list of different papers and datasets in various areas of audio-visual processing

Awesome Audio-Visual:

A curated list of papers and datsets for various audio-visual tasks, inspired by awesome-computer-vision.

Contents

• Audio-Visual Localization
• Audio-Visual Separation
• Audio-Visual Representaion
• Audio-Visual Action Recognition
• Audio-Visual Spatial/Depth
• Audio-Visual Navigation/RL
• Audio-Visual Faces/Speech
• Cross-modal Generation (Audio-Video / Video-Audio)
• Multi-modal Architectures
• Uncategorized Papers

Audio-Visual Localization

• Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision - Wu, P., Liu, J., Shi, Y., Sun, Y., Shao, F., Wu, Z., & Yang, Z. (ECCV 2020)[project page/dataset]
• Do We Need Sound for Sound Source Localization? - Oya, T., Iwase, S., Natsume, R., Itazuri, T., Yamaguchi, S., & Morishima, S. (arXiv 2020)
• Multiple Sound Sources Localization from Coarse to Fine - Qian, R., Hu, D., Dinkel, H., Wu, M., Xu, N., & Lin, W. (ECCV 2020) [code]
• Learning Differentiable Sparse and Low Rank Networks for Audio-Visual Object Localization - Pu, J., Panagakis, Y., & Pantic, M. (ICASSP 2020)
• What Makes the Sound?: A Dual-Modality Interacting Network for Audio-Visual Event Localization - Ramaswamy, J. (ICASSP 2020)
• Self-supervised learning for audio-visual speaker diarization - Ding, Y., Xu, Y., Zhang, S. X., Cong, Y., & Wang, L. (ICASSP 2020)
• See the Sound, Hear the Pixels - Ramaswamy, J., & Das, S. (WACV 2020)
• Dual Attention Matching for Audio-Visual Event Localization - Wu, Y., Zhu, L., Yan, Y., & Yang, Y. (ICCV 2019)
• Weakly Supervised Representation Learning for Unsynchronized Audio-Visual Events - Parekh, S., Essid, S., Ozerov, A., Duong, N. Q., Pérez, P., & Richard, G. (arxiv, 2018) CPVRW2018
• Learning to Localize Sound Source in Visual Scenes - Senocak, A., Oh, T. H., Kim, J., Yang, M. H., & Kweon, I. S. (CVPR 2018)
• Objects that Sound - Arandjelovic, R., & Zisserman, A. (ECCV 2018)
• Audio-Visual Event Localization in Unconstrained Videos - Tian, Y., Shi, J., Li, B., Duan, Z., & Xu, C. (ECCV 2018) [project page] [code]
• Audio-visual object localization and separation using low-rank and sparsity - Pu, J., Panagakis, Y., Petridis, S., & Pantic, M. (ICASSP 2017)

Audio-Visual Separation

• Sep-stereo: Visually guided stereophonic audio generation by associating source separation - Zhou, H., Xu, X., Lin, D., Wang, X., & Liu, Z. (ECCV 2020) [project page] [code]
• Visually Guided Sound Source Separation using Cascaded Opponent Filter Network. arXiv - Zhu, L., & Rahtu, E. (arXiv 2020) [project page]
• Music Gesture for Visual Sound Separation - Gan, C., Huang, D., Zhao, H., Tenenbaum, J. B., & Torralba, A. (CVPR 2020) [project page] [code]
• Recursive Visual Sound Separation Using Minus-Plus Net - Xudong Xu, Bo Dai, Dahua Lin (ICCV 2019)
• Co-Separating Sounds of Visual Objects - Gao, R. & Grauman, K. (ICCV 2019) [project page]
• The sound of Motions - Zhao, H., Gan, C., Ma, W. & Torralba, A. (ICCV 2019)
• Learning to Separate Object Sounds by Watching Unlabeled Video - Gao, R., Feris, R., & Grauman, K. (ECCV 2018 (Oral)) [project page] [code] [dataset]
• The Sound of Pixels - Zhao, H., Gan, C., Rouditchenko, A., Vondrick, C., McDermott, J., & Torralba, A. (ECCV 2018) [project page] [code] [dataset]

Audio-Visual Representation/Classification

• Unified Multisensory Perception: Weakly-Supervised Audio-Visual Video Parsing - Tian, Y., Li, D., & Xu, C. (ECCV 2020)
• Audio-Visual Instance Discrimination with Cross-Modal Agreement - Morgado, P., Vasconcelos, N., & Misra, I. (arXiv 2020)
• Vggsound: A Large-Scale Audio-Visual Dataset - Chen, H., Xie, W., Vedaldi, A., & Zisserman, A. (ICASSP 2020) [project page/dataset] [code]
• Large Scale Audiovisual Learning of Sounds with Weakly Labeled Data - Fayek, H. M., & Kumar, A. (IJCAI 2020)
• Multi-modal Self-Supervision from Generalized Data Transformations - Patrick, M., Asano, Y. M., Fong, R., Henriques, J. F., Zweig, G., & Vedaldi, A. (arXiv 2020)
• Curriculum Audiovisual Learning - Hu, D., Wang, Z., Xiong, H., Wang, D., Nie, F., & Dou, D. (arXiv 2020)
• Audio-visual model distillation using acoustic images - Perez, A., Sanguineti, V., Morerio, P., & Murino, V. (WACV 2020) [code] [dataset]
• Coordinated Joint Multimodal Embeddings for Generalized Audio-Visual Zero-shot Classification and Retrieval of Videos - Parida, K., Matiyali, N., Guha, T., & Sharma, G. (WACV 2020) [project page][Dataset]
• Self-Supervised Learning by Cross-Modal Audio-Video Clustering - Alwassel, H., Mahajan, D., Torresani, L., Ghanem, B., & Tran, D. (arXiv 2019)
• Look, listen, and learn more: Design choices for deep audio embeddings - Cramer, J., Wu, H. H., Salamon, J., & Bello, J. P. (ICASSP 2019) [code] [L3-embedding]
• Self-supervised audio-visual co-segmentation - Rouditchenko, A., Zhao, H., Gan, C., McDermott, J., & Torralba, A. (ICASSP 2019)
• Deep Multimodal Clustering for Unsupervised Audiovisual Learning - (Hu, D., Nie, F., & Li, X. (CVPR 2019))
• Cooperative learning of audio and video models from self-supervised synchronization - (Korbar, B., Tran, D., & Torresani, L. (NeurIPS 2108)) [project page][trained model 1][trained model 2]
• Multimodal Attention for Fusion of Audio and Spatiotemporal Features for Video Description - Hori, C., Hori, T., Wichern, G., Wang, J., Lee, T. Y., Cherian, A., & Marks, T. K. (CVPRW 2018)
• Audio-Visual Scene Analysis with Self-Supervised Multisensory Features - Owens, A., & Efros, A. A. (ECCV 2018 (Oral)) [project page] [code]
• Look, listen and learn - Arandjelovic, R., & Zisserman, A. (ICCV 2017) [Keras-code]
• Ambient Sound Provides Supervision for Visual Learning - Owens, A., Wu, J., McDermott, J. H., Freeman, W. T., & Torralba, A. (ECCV 2016(Oral)) [journal version] [project page]
• Soundnet: Learning sound representations from unlabeled video - Aytar, Y., Vondrick, C., & Torralba, A. (NIPS 2016) [project page] [code]
• See, hear, and read: Deep aligned representations - Aytar, Y., Vondrick, C., & Torralba, A. (arXiv 2017) [project page]
• Cross-Modal Embeddings for Video and Audio Retrieval -Surís, D., Duarte, A., Salvador, A., Torres, J., & Giró-i-Nieto, X. (ECCVW, 2018)

Audio-Visual Action Recognition

• Speech2Action: Cross-modal Supervision for Action Recognition - Nagrani, A., Sun, C., Ross, D., Sukthankar, R., Schmid, C., & Zisserman, A. (CVPR 2020) project page, dataset
• Listen to Look: Action Recognition by Previewing Audio - Ruohan Gao, Tae-Hyun Oh, Kristen Grauman, Lorenzo Torresani (CVPR 2020) [project page]
• EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition - Kazakos, E., Nagrani, A., Zisserman, A., & Damen, D. (ICCV 2019) [project page] [code]
• Uncertainty-aware Audiovisual Activity Recognition using Deep Bayesian Variational Inference - Subedar, M., Krishnan, R., Meyer, P. L., Tickoo, O., & Huang, J. (ICCV 2019)
• Seeing and Hearing Egocentric Actions: How Much Can We Learn? - Cartas, A., Luque, J., Radeva, P., Segura, C., & Dimiccoli, M. (ICCVW 2019)
• How Much Does Audio Matter to Recognize Egocentric Object Interactions? - Cartas, A., Luque, J., Radeva, P., Segura, C., & Dimiccoli, M. (EPIC CVPRW 2019)

Audio-Visual Spatial/Depth

• VisualEchoes: Spatial Image Representation Learning through Echolocation - Gao, R., Chen, C., Al-Halah, Z., Schissler, C., & Grauman, K. (ECCV 2020)
• BatVision with GCC-PHAT Features for Better Sound to Vision Predictions - Christensen, J. H., Hornauer, S., & Yu, S. (CVPRW 2020)
• BatVision: Learning to See 3D Spatial Layout with Two Ears - Christensen, J. H., Hornauer, S., & Yu, S. (ICRA 2020) [dataset/code]
• Semantic Object Prediction and Spatial Sound Super-Resolution with Binaural Sounds - Vasudevan, A. B., Dai, D., & Van Gool, L. (arXiv 2020) [project page]
• Audio-Visual SfM towards 4D reconstruction under dynamic scenes - Konno, A., Nishida K., Itoyama K., Nakadai K. (CVPRW 2020)
• Telling Left From Right: Learning Spatial Correspondence of Sight and Sound - Yang, K., Russell, B., & Salamon, J. (CVPR 2020) [project page / dataset]
• 2.5D Visual Sound - Gao, R., & Grauman, K. (CVPR 2019) [project page] [dataset] [code]
• Self-supervised generation of spatial audio for 360 video - Morgado, P., Nvasconcelos, N., Langlois, T., & Wang, O. (NeurIPS 2018) [project page] [code/dataset]

Audio-Visual Navigation/RL

• See, hear, explore: Curiosity via audio-visual association - Dean, V., Tulsiani, S., & Gupta, A. (arXiv 2020) [project page] [code]
• Audio-Visual Embodied Navigation - Chen, C., Jain, U., Schissler, C., Gari, S. V. A., Al-Halah, Z., Ithapu, V. K., Robinson P., Grauman, K. (ECCV 2020) [project page]
• Look, listen, and act: Towards audio-visual embodied navigation - Gan, C., Zhang, Y., Wu, J., Gong, B., & Tenenbaum, J. B. (ICRA 2020) [project page/dataset]

Audio-Visual Faces/Speech

• Discriminative Multi-modality Speech Recognition - Xu, B., Lu, C., Guo, Y., & Wang, J. (CVPR 2020)
• Learning Individual Speaking Styles for Accurate Lip to Speech Synthesis - Prajwal, K. R., Mukhopadhyay, R., Namboodiri, V. P., & Jawahar, C. V. (CVPR 2020) [project page/dataset] [code]
• DAVD-Net: Deep Audio-Aided Video Decompression of Talking Heads - Zhang, X., Wu, X., Zhai, X., Ben, X., & Tu, C. (CVPR 2020)
• Learning to Have an Ear for Face Super-Resolution - Meishvili, G., Jenni, S., & Favaro, P. (CVPR 2020) [project page] [code]
• Visually guided self supervised learning of speech representations - Shukla, A., Vougioukas, K., Ma, P., Petridis, S., & Pantic, M. (ICASSP 2020)
• Disentangled Speech Embeddings using Cross-modal Self-supervision - Nagrani, A., Chung, J. S., Albanie, S., & Zisserman, A. (ICASSP 2020)
• Animating Face using Disentangled Audio Representations - Mittal, G., & Wang, B. (WACV 2020)
• Reconstructing faces from voices - Yandong Wen, Rita Singh, Bhiksha Raj (NIPS 2019)[project page]
• Learning Individual Styles of Conversational Gesture - Ginosar, S., Bar, A., Kohavi, G., Chan, C., Owens, A., & Malik, J. (CVPR 2019) [project page] [dataset]
• Hierarchical Cross-Modal Talking Face Generation with Dynamic Pixel-Wise Loss - Chen, L., Maddox, R. K., Duan, Z., & Xu, C. (CVPR 2019)[project page]
• Speech2Face: Learning the Face Behind a Voice - Oh, T. H., Dekel, T., Kim, C., Mosseri, I., Freeman, W. T., Rubinstein, M., & Matusik, W. (CVPR 2019)[project page]
• Talking Face Generation by Adversarially Disentangled Audio-Visual Representation - Hang Zhou, Yu Liu, Ziwei Liu, Ping Luo, Xiaogang Wang (AAAI 2019) [project page] [code]
• Disjoint mapping network for cross-modal matching of voices and faces - Wen, Y., Ismail, M. A., Liu, W., Raj, B., & Singh, R. (ICLR 2019)[project page]
• X2Face: A network for controlling face generation using images, audio, and pose codes - Wiles, O., Sophia Koepke, A., & Zisserman, A. (ECCV 2018)[project page][code]
• Learnable PINs: Cross-Modal Embeddings for Person Identity - Nagrani, A., Albanie, S., & Zisserman, A. (ECCV 2018)[project page]
• Seeing voices and hearing faces: Cross-modal biometric matching - Nagrani, A., Albanie, S., & Zisserman, A. (CVPR 2018) [project page][code](trained moodel only)
• Looking to Listen at the Cocktail Party: A Speaker-Independent Audio-Visual Model for Speech Separation - Ephrat, A., Mosseri, I., Lang, O., Dekel, T., Wilson, K., Hassidim, A., Freeman, W.T. and Rubinstein, M., (SIGGRAPH 2018) [project page]
• VoxCeleb2: Deep Speaker Recognition - Nagrani, A., Chung, J. S., & Zisserman, A. (Interspeech 2018) [dataset]
• You said that? - Son Chung, J., Jamaludin, A., & Zisserman, A. (BMVC 2017) [project page] [code](trained model, evaluation code)
• VoxCeleb: a large-scale speaker identification dataset - Nagrani, A., Chung, J. S., & Zisserman, A. (Interspeech 2017) [project page][code] [dataset]

Cross-modal Generation (Audio-Video / Video-Audio)

• Sound2Sight: Generating Visual Dynamics from Sound and Context - Cherian, A., Chatterjee, M., & Ahuja, N. (ECCV 2020)
• Generating Visually Aligned Sound from Videos - Chen, P., Zhang, Y., Tan, M., Xiao, H., Huang, D., & Gan, C. (IEEE Transactions on Image Processing 2020)
• Audeo: Audio Generation for a Silent Performance Video - Su, K., Liu, X., & Shlizerman, E. (arXiv 2020)
• Foley Music: Learning to Generate Music from Videos - Gan, C., Huang, D., Chen, P., Tenenbaum, J. B., & Torralba, A. (ECCV 2020) [project page]
• Spectrogram Analysis Via Self-Attention for Realizing Cross-Model Visual-Audio Generation - Tan, H., Wu, G., Zhao, P., & Chen, Y. (ICASSP 2020)
• Unpaired Image-to-Speech Synthesis with Multimodal Information Bottleneck - (Shuang Ma, Daniel McDuff, Yale Song (ICCV 2019)) [code]
• Listen to the Image - (Hu, D., Wang, D., Li, X., Nie, F., & Wang, Q. (CVPR 2019))
• Cascade attention guided residue learning GAN for cross-modal translation - Duan, B., Wang, W., Tang, H., Latapie, H., & Yan, Y. (arXiv 2019) [code]
• Visual to Sound: Generating Natural Sound for Videos in the Wild - (Zhou, Y., Wang, Z., Fang, C., Bui, T., & Berg, T. L. (CVPR 2018))[project page]
• Image generation associated with music data - Qiu, Y., & Kataoka, H. (CVPRW 2018)
• CMCGAN: A uniform framework for cross-modal visual-audio mutual generation - Hao, W., Zhang, Z., & Guan, H. (AAAI 2018)

Multi-modal Architectures

• What Makes Training Multi-Modal Networks Hard? - Wang, W., Tran, D., & Feiszli, M. (arXiv 2019)
• MFAS: Multimodal Fusion Architecture Search - Pérez-Rúa, J. M., Vielzeuf, V., Pateux, S., Baccouche, M., & Jurie, F. (CVPR 2019)

Uncategorized Papers

• Sight to sound: An end-to-end approach for visual piano transcription - Koepke, A. S., Wiles, O., Moses, Y., & Zisserman, A. (ICASSP 2020) [project page/dataset]
• Solos: A Dataset for Audio-Visual Music Analysis - Montesinos, J. F., Slizovskaia, O., & Haro, G. (arXiv 2020) [project page] [dataset]
• Cross-Task Transfer for Multimodal Aerial Scene Recognition - Hu, D., Li, X., Mou, L., Jin, P., Chen, D., Jing, L., ... & Dou, D. (arXiv 2020) [code] [dataset]
• STAViS: Spatio-Temporal AudioVisual Saliency Network - Tsiami, A., Koutras, P., & Maragos, P. (CVPR 2020) [code]
• AlignNet: A Unifying Approach to Audio-Visual Alignment - Wang, J., Fang, Z., & Zhao, H. (WACV 2020) [project page] [code]
• Self-supervised Moving Vehicle Tracking with Stereo Sound - Gan, C., Zhao, H., Chen, P., Cox, D., & Torralba, A. (ICCV 2019) [project page/dataset]
• Vision-Infused Deep Audio Inpainting - Zhou, H., Liu, Z., Xu, X., Luo, P., & Wang, X. (ICCV 2019) [project page] [code]
• ISNN: Impact Sound Neural Network for Audio-Visual Object Classification - Sterling, A., Wilson, J., Lowe, S., & Lin, M. C. (ECCV 2018) [project page] [dataset1][dataset2] [model]
• Audio to Body Dynamics - Shlizerman, E., Dery, L., Schoen, H., & Kemelmacher-Shlizerman, I. (CVPR 2018) [project page][code]
• A Multimodal Approach to Mapping Soundscapes - Salem, T., Zhai, M., Workman, S., & Jacobs, N. (CVPRW 2018) [project page]
• Shape and material from sound - Zhang, Z., Li, Q., Huang, Z., Wu, J., Tenenbaum, J., & Freeman, B. (NeurIPS 2017)

Datasets

General Audio-Visual Tasks

• AudioSet - Audio-Visual Classification
• MUSIC - Audio-Visual Source Separation
• AudioSetZSL - Audio-Visual Zero-shot Learning
• Visually Engaged and Grounded AudioSet (VEGAS) - Sound generation from video
• SoundNet-Flickr - Image-Audio pair for cross-modal learning
• Audio-Visual Event (AVE) - Audio-Visual Event Localization
• AudioSet Single Source - Subset of AudioSet videos containing only a single souding object
• Kinetics-Sounds - Subset of Kinetics dataset
• EPIC-Kitchens - Egocentric Audio-Visual Action Recogniton
• Audio-Visually Indicated Actions Dataset - Multimodal dataset (RGB, acoustic data as raw audio) acquired using the acoustic-optical camera
• IMSDb dataset - Movie scripts downloaded from The Internet Script Movie Database
• YOUTUBE-ASMR-300K dataset - ASMR videos collected from YouTube that contains stereo audio
• FAIR-Play - 1,871 video clips and their corresponding binaural audio clips recorded in a music room
• VGG-Sound - audio-visual correspondent dataset consisting of short clips of audio sounds, extracted from videos uploaded to YouTube
• XD-Violence - weakly annotated dataset for audio-visual violence detection

Face-Voice Dataset

• VoxCeleb - Audio-Visual Speaker Identification, contains two versions
• EmoVoxCeleb
• Speech2Gesture - Gesture prediction from speech
• AVSpeech
• LRW Dataset

Licenses

License

To the extent possible under law, Kranti Kumar Parida has waived all copyright and related or neighboring rights to this work.

Contributing

Please feel free to send me pull requests or email ([e-mail]) to add links, correct wrong ones or if you find any broken links.