Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Zero-shot Voice Conversion via Self-supervised Prosody Representation Learning Shijun Wang Dimche Kostadinov Damian Borth 29 11 0 27 Oct 2021
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 36 216 0 27 Oct 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 24 71 0 27 Oct 2021
Self-supervised EEG Representation Learning for Automatic Sleep Staging Chaoqi Yang MSc Cao Xiao PhD M Brandon Westover PhD Jimeng Sun SSL 54 22 0 27 Oct 2021
Provable Lifelong Learning of Representations Xinyuan Cao Weiyang Liu Santosh Vempala CLL 25 13 0 27 Oct 2021
Directional Self-supervised Learning for Heavy Image Augmentations Yalong Bai Yifan Yang Wei Zhang Tao Mei 23 20 0 26 Oct 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 57 102 0 22 Oct 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp Günter Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 209 102 0 21 Oct 2021
Text-Based Person Search with Limited Data Xiaoping Han Sen He Li Zhang Tao Xiang 21 89 0 20 Oct 2021
Learning Rich Nearest Neighbor Representations from Self-supervised Ensembles Bram Wallace Devansh Arpit Huan Wang Caiming Xiong SSL OOD 32 0 0 19 Oct 2021
TLDR: Twin Learning for Dimensionality Reduction Yannis Kalantidis Carlos Lassance Jon Almazán Diane Larlus SSL 27 10 0 18 Oct 2021
Understanding Dimensional Collapse in Contrastive Self-supervised Learning Li Jing Pascal Vincent Yann LeCun Yuandong Tian SSL 25 339 0 18 Oct 2021
DECAR: Deep Clustering for learning general-purpose Audio Representations Sreyan Ghosh Sandesh V Katta Ashish Seth S. Umesh SSL 36 12 0 17 Oct 2021
Unsupervised Representation Learning for Binary Networks by Joint Classifier Learning Dahyun Kim Jonghyun Choi SSL MQ 25 5 0 17 Oct 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science Charlotte Loh T. Christensen Rumen Dangovski Samuel Kim Marin Soljacic 34 17 0 15 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 60 18 0 14 Oct 2021
The Impact of Spatiotemporal Augmentations on Self-Supervised Audiovisual Representation Learning Haider Al-Tahan Y. Mohsenzadeh SSL AI4TS 34 0 0 13 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 68 114 0 13 Oct 2021
Decoupled Contrastive Learning Chun-Hsiao Yeh Cheng-Yao Hong Yen-Chi Hsu Tyng-Luh Liu Yubei Chen Yann LeCun 183 183 0 13 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang Rong Jin Yue Gao SSL 53 39 0 12 Oct 2021
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning Chongjian Ge Youwei Liang Yibing Song Jianbo Jiao Jue Wang Ping Luo ViT 24 36 0 11 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 50 448 0 11 Oct 2021
Self-supervised Learning is More Robust to Dataset Imbalance Hong Liu Jeff Z. HaoChen Adrien Gaidon Tengyu Ma OOD SSL 43 157 0 11 Oct 2021
Towards Demystifying Representation Learning with Non-contrastive Self-supervision Xiang Wang Xinlei Chen S. Du Yuandong Tian SSL 21 26 0 11 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 45 121 0 10 Oct 2021
Focus Your Distribution: Coarse-to-Fine Non-Contrastive Learning for Anomaly Detection and Localization Ye Zheng Xiang Wang Rui Deng Tianpeng Bao Rui Zhao Liwei Wu OOD 27 62 0 09 Oct 2021
A Feature Consistency Driven Attention Erasing Network for Fine-Grained Image Retrieval Qi Zhao Xu Wang Shuchang Lyu Binghao Liu Yifan Yang 47 18 0 09 Oct 2021
Temperature as Uncertainty in Contrastive Learning Oliver Zhang Mike Wu Jasmine Bayrooti Noah D. Goodman UQCV 22 30 0 08 Oct 2021
3D Infomax improves GNNs for Molecular Property Prediction Hannes Stärk Dominique Beaini Gabriele Corso Prudencio Tossou Christian Dallago Stephan Günnemann Pietro Lio AI4CE 39 204 0 08 Oct 2021
Pre-training Molecular Graph Representation with 3D Geometry Shengchao Liu Hanchen Wang Weiyang Liu Joan Lasenby Hongyu Guo Jian Tang 126 304 0 07 Oct 2021
Using Contrastive Learning and Pseudolabels to learn representations for Retail Product Image Classification Muktabh Mayank Srivastava NoLa SSL 41 1 0 07 Oct 2021
On the Surrogate Gap between Contrastive and Supervised Losses Han Bao Yoshihiro Nagano Kento Nozawa SSL UQCV 43 19 0 06 Oct 2021
SSFL: Tackling Label Deficiency in Federated Learning via Personalized Self-Supervision Chaoyang He Zhengyu Yang Erum Mushtaq Sunwoo Lee Mahdi Soltanolkotabi A. Avestimehr FedML 98 36 0 06 Oct 2021
Spatial Ensemble: a Novel Model Smoothing Mechanism for Student-Teacher Framework Tengteng Huang Yifan Sun Xun Wang Haotian Yao Chi Zhang 20 3 0 04 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang Pham Chenghao Liu Guosheng Lin CLL 77 44 0 01 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 30 10 0 30 Sep 2021
Motion-aware Contrastive Video Representation Learning via Foreground-background Merging Shuangrui Ding Maomao Li Tianyu Yang Rui Qian Haohang Xu Qingyi Chen Jue Wang Hongkai Xiong SSL 30 49 0 30 Sep 2021
Biologically Plausible Training Mechanisms for Self-Supervised Learning in Deep Networks Mufeng Tang Yibo Yang Y. Amit SSL 16 7 0 30 Sep 2021
Hybrid Dynamic Contrast and Probability Distillation for Unsupervised Person Re-Id De Cheng Jingyu Zhou N. Wang Xinbo Gao 39 59 0 29 Sep 2021
Towards Communication-Efficient and Privacy-Preserving Federated Representation Learning Haizhou Shi Youcai Zhang Zijin Shen Siliang Tang Yaqian Li Yandong Guo Yueting Zhuang 24 6 0 29 Sep 2021
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 26 57 0 27 Sep 2021
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 65 48 0 27 Sep 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 35 4 0 26 Sep 2021
Long Short View Feature Decomposition via Contrastive Video Representation Learning Nadine Behrmann Mohsen Fayyaz Juergen Gall M. Noroozi 18 36 0 23 Sep 2021
Towards Universal Dense Retrieval for Open-domain Question Answering Christopher Sciavolino RALM 16 1 0 23 Sep 2021
Homography augumented momentum constrastive learning for SAR image retrieval Seonho Park M. Rysz Kathleen M. Dipple P. Pardalos 28 1 0 21 Sep 2021
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 56 51 0 18 Sep 2021
Self-Supervised Neural Architecture Search for Imbalanced Datasets A. Timofeev Grigorios G. Chrysos V. Cevher OOD 35 5 0 17 Sep 2021
Pointly-supervised 3D Scene Parsing with Viewpoint Bottleneck Liyi Luo Beiwen Tian Hao Zhao Guyue Zhou 3DPC 24 9 0 17 Sep 2021
Dense Semantic Contrast for Self-Supervised Visual Representation Learning Xiaoni Li Yu Zhou Yifei Zhang Aoting Zhang Wei Wang Ning Jiang Haiying Wu Weiping Wang SSL 24 40 0 16 Sep 2021