Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning Weixin Liang Yuhui Zhang Yongchan Kwon Serena Yeung James Zou VLM 52 394 0 03 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features Neha Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 45 7 0 03 Mar 2022
On Learning Contrastive Representations for Learning with Noisy Labels Linya Yi Sheng Liu Qi She A. McLeod Boyu Wang NoLa 19 40 0 03 Mar 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Kecheng Zhang Xiahai Zhuang 23 68 0 03 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 45 106 0 02 Mar 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 37 84 0 01 Mar 2022
Bridge the Gap between Supervised and Unsupervised Learning for Fine-Grained Classification Jiabao Wang Yang Li Xiu-Shen Wei Hang Li Zhuang Miao Rui Zhang 42 8 0 01 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases Nikunj Saunshi Jordan T. Ash Surbhi Goel Dipendra Kumar Misra Cyril Zhang Sanjeev Arora Sham Kakade A. Krishnamurthy SSL 29 109 0 28 Feb 2022
Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment Paritosh Parmar Amol Gharat Helge Rhodin 3DH SSL 29 19 0 28 Feb 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding Rui Cao Yihao Wang Y. Liang Ling Gao Jie Zheng Jie Ren Zheng Wang 27 33 0 26 Feb 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 30 1 0 26 Feb 2022
Refining Self-Supervised Learning in Imaging: Beyond Linear Metric Bo-Wei Jiang Hamid Krim Tianfu Wu D. Cansever SSL 6 3 0 25 Feb 2022
Improved Dual Correlation Reduction Network Yue Liu Sihang Zhou Xinwang Liu Wenxuan Tu Xihong Yang 26 22 0 25 Feb 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge Teppei Suzuki ViT 26 48 0 25 Feb 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Zhuoning Yuan Yuexin Wu Zi-qi Qiu Xianzhi Du Lijun Zhang Denny Zhou Tianbao Yang 39 26 0 24 Feb 2022
FreeSOLO: Learning to Segment Objects without Annotations Xinlong Wang Zhiding Yu Shalini De Mello Jan Kautz Anima Anandkumar Chunhua Shen J. Álvarez ISeg SSeg 39 112 0 24 Feb 2022
Fully Self-Supervised Learning for Semantic Segmentation Yuan Wang Wei Zhuo Yucong Li Zhi Wang Qi Ju Wenwu Zhu SSL 25 13 0 24 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 216 43 0 24 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 47 86 0 22 Feb 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 51 78 0 18 Feb 2022
Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning Jiawei Yang Hanbo Chen Jiangpeng Yan Xiaoyu Chen Jianhua Yao VLM 41 21 0 18 Feb 2022
Planckian Jitter: countering the color-crippling effects of color jitter on self-supervised training Simone Zini Alex Gomez-Villa M. Buzzelli Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer 24 13 0 16 Feb 2022
Bayesian Imitation Learning for End-to-End Mobile Manipulation Yuqing Du Daniel Ho Alexander A. Alemi Eric Jang Mohi Khansari SSL 24 9 0 15 Feb 2022
A Generic Self-Supervised Framework of Learning Invariant Discriminative Features Foivos Ntelemis Yaochu Jin S. Thomas OOD 32 4 0 14 Feb 2022
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 38 15 0 14 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 41 50 0 12 Feb 2022
Structure-aware Visualization Retrieval Haotian Li Yong Wang Aoyu Wu Huan Wei Huamin Qu 40 25 0 12 Feb 2022
PEg TRAnsfer Workflow recognition challenge report: Does multi-modal data improve recognition? Arnaud Huaulmé Kanako Harada Quang-Minh Nguyen Bogyu Park Seungbum Hong ... Yuto Ishikawa Yuriko Harai Satoshi Kondo M. Mitsuishi Pierre Jannin 32 9 0 11 Feb 2022
Energy-Based Contrastive Learning of Visual Representations Beomsu Kim Jong Chul Ye 28 16 0 10 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 40 50 0 09 Feb 2022
Self-supervised Contrastive Learning for Cross-domain Hyperspectral Image Representation Hyungtae Lee H. Kwon SSL 22 17 0 08 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 17 87 0 07 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 42 1 0 07 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 28 102 0 07 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 74 850 0 07 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 50 386 0 07 Feb 2022
Unsupervised Learning on 3D Point Clouds by Clustering and Contrasting Guofeng Mei Litao Yu Qiang Wu Jian Zhang Mohammed Bennamoun SSL 3DPC 21 8 0 05 Feb 2022
Bootstrapped Representation Learning for Skeleton-Based Action Recognition Olivier Moliner Sangxia Huang Kalle Åström SSL 37 13 0 04 Feb 2022
Practical Imitation Learning in the Real World via Task Consistency Loss Mohi Khansari Daniel Ho Yuqing Du Armando Fuentes Matthew Bennice Nicolas Sievers Sean Kirmani Yunfei Bai Eric Jang SSL 24 8 0 03 Feb 2022
The Met Dataset: Instance-level Recognition for Artworks Nikolaos-Antonios Ypsilantis Noa Garcia G. Han Sarah Ibrahimi Nanne van Noord Giorgos Tolias 36 43 0 03 Feb 2022
Relative Position Prediction as Pre-training for Text Encoders Rickard Brüel-Gabrielsson Chris Scarvelis 26 1 0 02 Feb 2022
Understanding The Robustness of Self-supervised Learning Through Topic Modeling Zeping Luo Shiyou Wu C. Weng Mo Zhou Rong Ge OOD SSL 16 3 0 02 Feb 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition Yash Jain Chi Ian Tang Chulhong Min F. Kawsar Akhil Mathur SSL 37 53 0 01 Feb 2022
When Do Flat Minima Optimizers Work? Jean Kaddour Linqing Liu Ricardo M. A. Silva Matt J. Kusner ODL 28 58 0 01 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 29 70 0 01 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 30 34 0 01 Feb 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip Torr Adam R. Kosiorek SSL 61 83 0 31 Jan 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 52 34 0 29 Jan 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 44 27 0 28 Jan 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives David T. Hoffmann Nadine Behrmann Juergen Gall Thomas Brox M. Noroozi 41 43 0 27 Jan 2022