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Self-supervised Graphs for Audio Representation Learning with Limited Labeled Data

31 January 2022

Papers citing "Self-supervised Graphs for Audio Representation Learning with Limited Labeled Data"

41 / 41 papers shown

Title
Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representations Hyeong-Seok Choi Juheon Lee W. Kim Jie Hwan Lee Hoon Heo Kyogu Lee 98 158 0 27 Oct 2021
SSAST: Self-Supervised Audio Spectrogram Transformer Yuan Gong Cheng-I Jeff Lai Yu-An Chung James R. Glass ViT 79 276 0 19 Oct 2021
SERAB: A multi-lingual benchmark for speech emotion recognition Neil Scheidwasser M. Kegler P. Beckmann Milos Cernak 69 45 0 07 Oct 2021
Fusion with Hierarchical Graphs for Mulitmodal Emotion Recognition Shuyun Tang Zhaojie Luo Guoshun Nan Yuichiro Yoshikawa H. Ishiguro 66 11 0 15 Sep 2021
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 184 2,993 0 14 Jun 2021
SUPERB: Speech processing Universal PERformance Benchmark Shu-Wen Yang Po-Han Chi Yung-Sung Chuang Cheng-I Jeff Lai Kushal Lakhotia ... Shuyan Dong Shang-Wen Li Shinji Watanabe Abdel-rahman Mohamed Hung-yi Lee SSL 108 941 0 03 May 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 326 589 0 22 Apr 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 138 882 0 05 Apr 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino SSL 77 179 0 11 Mar 2021
Multi-Channel Speech Enhancement using Graph Neural Networks Panagiotis Tzirakis Anurag Kumar Jacob Donley 60 38 0 13 Feb 2021
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks Bahare Fatemi Layla El Asri Seyed Mehran Kazemi GNN SSL 106 165 0 09 Feb 2021
Speech SIMCLR: Combining Contrastive and Reconstruction Objective for Self-supervised Speech Representation Learning Dongwei Jiang Wubo Li Miao Cao Wei Zou Xiangang Li SSL 67 65 0 27 Oct 2020
Semi-supervised Multi-modal Emotion Recognition with Cross-Modal Distribution Matching Jingjun Liang Ruichen Li Qin Jin 56 58 0 05 Sep 2020
Advancing Multiple Instance Learning with Attention Modeling for Categorical Speech Emotion Recognition Shuiyang Mao P. Ching C.-C. Jay Kuo Tan Lee 32 11 0 15 Aug 2020
Compact Graph Architecture for Speech Emotion Recognition A. Shirian T. Guha GNN 39 40 0 05 Aug 2020
Minimal Variance Sampling with Provable Guarantees for Fast Training of Graph Neural Networks Weilin Cong R. Forsati M. Kandemir M. Mahdavi 88 87 0 24 Jun 2020
Subgraph Neural Networks Emily Alsentzer S. G. Finlayson Michelle M. Li Marinka Zitnik GNN 134 138 0 18 Jun 2020
Self-supervised Learning on Graphs: Deep Insights and New Direction Wei Jin Hanyu Wang Haochen Liu Yiqi Wang Suhang Wang Zitao Liu Jiliang Tang SSL 60 178 0 17 Jun 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 91 166 0 14 Jun 2020
Self-supervised Training of Graph Convolutional Networks Qikui Zhu Bo Du Pingkun Yan SSL GNN 55 45 0 03 Jun 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 72 28 0 04 May 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 484 950 0 02 Mar 2020
Disentangled Speech Embeddings using Cross-modal Self-supervision Arsha Nagrani Joon Son Chung Samuel Albanie Andrew Zisserman SSL 73 88 0 20 Feb 2020
An Ontology-Aware Framework for Audio Event Classification Yiwei Sun Shabnam Ghaffarzadegan 43 23 0 27 Jan 2020
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley VLM SSL 194 1,084 0 21 Dec 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 315 2,392 0 11 Nov 2019
Secost: Sequential co-supervision for large scale weakly labeled audio event detection Anurag Kumar V. Ithapu NoLa 69 7 0 25 Oct 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 94 1,111 0 07 Sep 2019
GraphSAINT: Graph Sampling Based Inductive Learning Method Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava Rajgopal Kannan Viktor Prasanna GNN 137 968 0 10 Jul 2019
Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks Santiago Pascual Mirco Ravanelli Joan Serrà Antonio Bonafonte Yoshua Bengio SSL 126 251 0 06 Apr 2019
SGR: Self-Supervised Spectral Graph Representation Learning Anton Tsitsulin Davide Mottin Panagiotis Karras A. Bronstein Emmanuel Müller SSL 40 6 0 15 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,695 0 01 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,233 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 514 15,319 0 07 Jun 2017
Very Deep Convolutional Neural Networks for Raw Waveforms Wei Dai Chia Dai Shuhui Qu Juncheng Billy Li Samarjit Das 115 344 0 01 Oct 2016
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 128 2,507 0 29 Sep 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 662 29,156 0 09 Sep 2016
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 169 2,789 0 19 May 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014