Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Image Coding for Machines with Omnipotent Feature Learning Ruoyu Feng Xin Jin Zongyu Guo Runsen Feng Yixin Gao Tianyu He Zhizheng Zhang Simeng Sun Zhibo Chen VLM 40 36 0 05 Jul 2022
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction Wei Shen Zelin Peng Xuehui Wang Huayu Wang Jiazhong Cen Dongsheng Jiang Lingxi Xie Xiaokang Yang Qi Tian VLM 24 77 0 04 Jul 2022
Contrastive Cross-Modal Knowledge Sharing Pre-training for Vision-Language Representation Learning and Retrieval Keyu Wen Zhenshan Tan Qingrong Cheng Cheng Chen X. Gu VLM 32 0 0 02 Jul 2022
e-CLIP: Large-Scale Vision-Language Representation Learning in E-commerce Wonyoung Shin Jonghun Park Taekang Woo Yongwoo Cho Kwangjin Oh Hwanjun Song VLM 40 16 0 01 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised Models Mert Bulent Sariyildiz Yannis Kalantidis Alahari Karteek Diane Larlus SSL OOD LRM 32 28 0 30 Jun 2022
Learning Underrepresented Classes from Decentralized Partially Labeled Medical Images Nanqing Dong Michael C. Kampffmeyer Irina Voiculescu OOD 33 7 0 30 Jun 2022
TINC: Temporally Informed Non-Contrastive Learning for Disease Progression Modeling in Retinal OCT Volumes T. Emre A. Chakravarty Antoine Rivail Sophie Riedl U. Schmidt-Erfurth Hrvoje Bogunović 31 14 0 30 Jun 2022
Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision Zifeng Wang Jimeng Sun 39 23 0 29 Jun 2022
Interventional Contrastive Learning with Meta Semantic Regularizer Jingyao Wang Jiangmeng Li Changwen Zheng Fuchun Sun Hui Xiong 26 23 0 29 Jun 2022
Learning Gait Representation from Massive Unlabelled Walking Videos: A Benchmark Chao Fan Saihui Hou Jilong Wang Yongzhen Huang Shiqi Yu CVBM SSL 36 36 0 28 Jun 2022
Primitive Graph Learning for Unified Vector Mapping Lei Wang Min Dai Jianan He Jingwei Huang Mingwei Sun 17 0 0 28 Jun 2022
Omni-Seg: A Scale-aware Dynamic Network for Renal Pathological Image Segmentation Ruining Deng Quan Liu C. Cui Tianyuan Yao Jun Long ... Zheyu Zhu Agnes B. Fogo Shilin Zhao Haichun Yang Yuankai Huo 24 20 0 27 Jun 2022
Molecular Geometry Pretraining with SE(3)-Invariant Denoising Distance Matching Shengchao Liu Hongyu Guo Jian Tang 28 78 0 27 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 34 219 0 27 Jun 2022
Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis Jun Li Yushan Zheng Kun-Hsuan Wu Jun Shi Feng-ying Xie Zhi-guo Jiang SSL 33 11 0 27 Jun 2022
Exploiting Transformation Invariance and Equivariance for Self-supervised Sound Localisation Jinxian Liu Chen Ju Weidi Xie Ya Zhang 28 38 0 26 Jun 2022
Self-supervised Context-aware Style Representation for Expressive Speech Synthesis Yihan Wu Xi Wang S. Zhang Lei He Ruihua Song J. Nie 47 15 0 25 Jun 2022
Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning Yang Yue Bingyi Kang Zhongwen Xu Gao Huang Shuicheng Yan OffRL 43 13 0 25 Jun 2022
On the Importance and Applicability of Pre-Training for Federated Learning Hong-You Chen Cheng-Hao Tu Zi-hua Li Hang Shen Wei-Lun Chao FedML 29 79 0 23 Jun 2022
ProtoCLIP: Prototypical Contrastive Language Image Pretraining Delong Chen Zhao Wu Fan Liu Zaiquan Yang Huaxi Huang Ying Tan Erjin Zhou VLM CLIP 32 28 0 22 Jun 2022
TiCo: Transformation Invariance and Covariance Contrast for Self-Supervised Visual Representation Learning Jiachen Zhu R. M. Moraes Serkan Karakulak Vlad Sobol A. Canziani Yann LeCun SSL 25 22 0 21 Jun 2022
Visualizing and Understanding Contrastive Learning Fawaz Sammani Boris Joukovsky Nikos Deligiannis SSL FAtt 20 9 0 20 Jun 2022
C-SENN: Contrastive Self-Explaining Neural Network Yoshihide Sawada Keigo Nakamura SSL 16 8 0 20 Jun 2022
Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations Rui Zhang Peiyan Hu Qi Meng Yue Wang Rongchan Zhu Bingguang Chen Zhi-Ming Ma Tie-Yan Liu 20 13 0 20 Jun 2022
Camera Adaptation for Fundus-Image-Based CVD Risk Estimation Zhihong Lin Danli Shi Donghao Zhang Xuedong Shang Mingguang He Z. Ge 23 5 0 18 Jun 2022
Replacing Labeled Real-image Datasets with Auto-generated Contours Hirokatsu Kataoka Ryo Hayamizu Ryosuke Yamada Kodai Nakashima Sora Takashima Xinyu Zhang Edgar Josafat Martinez-Noriega Nakamasa Inoue Rio Yokota 22 24 0 18 Jun 2022
Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning Yubei Chen Adrien Bardes Zengyi Li Yann LeCun SSL AIFin 30 7 0 17 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip Torr Amartya Sanyal OOD 42 25 0 17 Jun 2022
MET: Masked Encoding for Tabular Data Kushal Majmundar Sachin Goyal Praneeth Netrapalli Prateek Jain LMTD 20 0 0 17 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 42 98 0 16 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 85 19 1 16 Jun 2022
iBoot: Image-bootstrapped Self-Supervised Video Representation Learning F. Saleh Fuwen Tan Adrian Bulat Georgios Tzimiropoulos Brais Martínez SSL 52 1 0 16 Jun 2022
Patch-level Representation Learning for Self-supervised Vision Transformers Sukmin Yun Hankook Lee Jaehyung Kim Jinwoo Shin ViT 27 64 0 16 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie Wei Li Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy 27 70 0 15 Jun 2022
Masked Siamese ConvNets L. Jing Jiachen Zhu Yann LeCun SSL 35 34 0 15 Jun 2022
A Simple Data Mixing Prior for Improving Self-Supervised Learning Sucheng Ren Huiyu Wang Zhengqi Gao Shengfeng He Alan Yuille Yuyin Zhou Cihang Xie 18 35 0 15 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 42 141 0 15 Jun 2022
Self-Supervised Implicit Attention: Guided Attention by The Model Itself Jinyi Wu Xun Gong Zhemin Zhang 21 1 0 15 Jun 2022
Learning Task-Independent Game State Representations from Unlabeled Images C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis SSL 18 6 0 13 Jun 2022
Self-Supervised Representation Learning With MUlti-Segmental Informational Coding (MUSIC) Chuang Niu Ge Wang SSL 35 6 0 13 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 47 55 0 13 Jun 2022
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach Yilu Guo Shicai Yang Weijie Chen Liang Ma Di Xie Shiliang Pu 31 1 0 13 Jun 2022
Virtual embeddings and self-consistency for self-supervised learning T. Bdair Hossam Abdelhamid Nassir Navab Shadi Albarqouni SSL 24 0 0 13 Jun 2022
Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels? Xiang Li Jinghuan Shang Srijan Das Michael S. Ryoo SSL 40 31 0 10 Jun 2022
Is Self-Supervised Learning More Robust Than Supervised Learning? Yuanyi Zhong Haoran Tang Jun-Kun Chen Jian-wei Peng Yu-xiong Wang SSL OOD 27 24 0 10 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 39 14 0 10 Jun 2022
Federated Momentum Contrastive Clustering Runxuan Miao Erdem Koyuncu FedML 30 13 0 10 Jun 2022
An Empirical Study on Disentanglement of Negative-free Contrastive Learning Jinkun Cao Ruiqian Nai Qing Yang Jialei Huang Yang Gao CoGe DRL 33 9 0 09 Jun 2022
Spatial Entropy as an Inductive Bias for Vision Transformers E. Peruzzo E. Sangineto Yahui Liu Marco De Nadai Wei Bi Bruno Lepri N. Sebe ViT MDE 36 1 0 09 Jun 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 26 18 0 09 Jun 2022