Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

50 / 2,357 papers shown

Title
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Kecheng Zhang Xiahai Zhuang 73 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 102 109 0 02 Mar 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 96 88 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 103 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 109 113 0 28 Feb 2022
Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment Paritosh Parmar Amol Gharat Helge Rhodin 3DH SSL 69 21 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 91 36 0 26 Feb 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 37 1 0 26 Feb 2022
Refining Self-Supervised Learning in Imaging: Beyond Linear Metric Bo-Wei Jiang Hamid Krim Tianfu Wu D. Cansever SSL 92 3 0 25 Feb 2022
Improved Dual Correlation Reduction Network Yue Liu Sihang Zhou Xinwang Liu Wenxuan Tu Xihong Yang 72 22 0 25 Feb 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge Teppei Suzuki ViT 85 51 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 133 30 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 114 115 0 24 Feb 2022
Fully Self-Supervised Learning for Semantic Segmentation Yuan Wang Wei Zhuo Yucong Li Zhi Wang Qi Ju Wenwu Zhu SSL 49 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 329 44 0 24 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 95 94 0 22 Feb 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 88 81 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 71 22 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 28 14 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 68 12 0 15 Feb 2022
A Generic Self-Supervised Framework of Learning Invariant Discriminative Features Foivos Ntelemis Yaochu Jin S. Thomas OOD 72 5 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 98 16 0 14 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 95 56 0 12 Feb 2022
Structure-aware Visualization Retrieval Haotian Li Yong Wang Aoyu Wu Huan Wei Huamin Qu 96 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 66 9 0 11 Feb 2022
Energy-Based Contrastive Learning of Visual Representations Beomsu Kim Jong Chul Ye 61 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 94 51 0 09 Feb 2022
Self-supervised Contrastive Learning for Cross-domain Hyperspectral Image Representation Hyungtae Lee H. Kwon SSL 44 17 0 08 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 102 88 0 07 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 70 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 92 105 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 246 884 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 198 401 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 67 9 0 05 Feb 2022
Bootstrapped Representation Learning for Skeleton-Based Action Recognition Olivier Moliner Sangxia Huang Kalle Åström SSL 57 14 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 59 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 82 43 0 03 Feb 2022
Relative Position Prediction as Pre-training for Text Encoders Rickard Brüel-Gabrielsson Chris Scarvelis 75 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 75 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 100 54 0 01 Feb 2022
When Do Flat Minima Optimizers Work? Jean Kaddour Linqing Liu Ricardo M. A. Silva Matt J. Kusner ODL 142 65 0 01 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 73 73 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 65 38 0 01 Feb 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip Torr Adam R. Kosiorek SSL 143 87 0 31 Jan 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 172 35 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 117 28 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 64 43 0 27 Jan 2022
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification Feng Yang Yichao Cao Qifan Xue Shuai Jin Xuanpeng Li Weigong Zhang 3DPC 47 4 0 27 Jan 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 313 126 0 26 Jan 2022
SPIRAL: Self-supervised Perturbation-Invariant Representation Learning for Speech Pre-Training Wenyong Huang Zhenhe Zhang Y. Yeung Xin Jiang Qun Liu 111 23 0 25 Jan 2022