Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Improvements to Self-Supervised Representation Learning for Masked Image Modeling Jia-ju Mao Xuesong Yin Yuan Chang Honggu Zhou SSL 27 1 0 21 May 2022
Towards Understanding Grokking: An Effective Theory of Representation Learning Ziming Liu O. Kitouni Niklas Nolte Eric J. Michaud Max Tegmark Mike Williams AI4CE 33 144 0 20 May 2022
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition Razvan Brinzea Bulat Khaertdinov S. Asteriadis SSL HAI 56 13 0 20 May 2022
Label-invariant Augmentation for Semi-Supervised Graph Classification Han Yue Chunhui Zhang Chuxu Zhang Hongfu Liu 47 31 0 19 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 71 58 0 19 May 2022
Masked Image Modeling with Denoising Contrast Kun Yi Yixiao Ge Xiaotong Li Shusheng Yang Dian Li Jianping Wu Ying Shan Xiaohu Qie VLM 30 51 0 19 May 2022
Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions Xinpeng Ding Ziwei Liu Xuelong Li 33 13 0 19 May 2022
Attention-aware contrastive learning for predicting T cell receptor-antigen binding specificity Yiming Fang Xuejun Liu Hui Liu 23 11 0 17 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 40 160 0 16 May 2022
On the Difficulty of Defending Self-Supervised Learning against Model Extraction Adam Dziedzic Nikita Dhawan Muhammad Ahmad Kaleem Jonas Guan Nicolas Papernot MIACV 56 22 0 16 May 2022
Scalable Vehicle Re-Identification via Self-Supervision Pirazh Khorramshahi Vineet Shenoy Rama Chellappa 31 0 0 16 May 2022
Real-centric Consistency Learning for Deepfake Detection Ruiqi Zha Z. Lian Qianmu Li Siqi Gu 24 1 0 15 May 2022
Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training C. Seibold Simon Reiß M. Sarfraz Rainer Stiefelhagen Jens Kleesiek 24 31 0 14 May 2022
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation Chae-Eun Lee H. Park Y. Shin Minyoung Chung 39 8 0 14 May 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 37 34 0 12 May 2022
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand SSL 22 12 0 11 May 2022
Scene Consistency Representation Learning for Video Scene Segmentation Haoqian Wu Keyu Chen Yanan Luo Ruizhi Qiao Bo Ren Haozhe Liu Weicheng Xie Linlin Shen SSL 53 16 0 11 May 2022
Introspective Deep Metric Learning for Image Retrieval Wenzhao Zheng Cheng-Hao Wang Jie Zhou Jiwen Lu VLM 33 0 0 09 May 2022
Model-Contrastive Learning for Backdoor Defense Zhihao Yue Jun Xia Zhiwei Ling Ming Hu Ting Wang Xian Wei Mingsong Chen AAML 26 3 0 09 May 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Min-man Wu Alvin Chan Xiaoli Li Yew-Soon Ong 24 6 0 08 May 2022
A Closer Look at Few-shot Image Generation Yunqing Zhao Henghui Ding Houjing Huang Ngai-man Cheung 40 73 0 08 May 2022
The NT-Xent loss upper bound Wilhelm Ågren SSL 19 5 0 06 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 35 32 0 04 May 2022
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition Haodong Duan Nanxuan Zhao Kai-xiang Chen Dahua Lin ViT AI4TS 33 19 0 04 May 2022
Crystal Twins: Self-supervised Learning for Crystalline Material Property Prediction Rishikesh Magar Yuyang Wang Amir Barati Farimani 35 57 0 04 May 2022
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP) Alex Fang Gabriel Ilharco Mitchell Wortsman Yu Wan Vaishaal Shankar Achal Dave Ludwig Schmidt VLM OOD 33 139 0 03 May 2022
Dynamic Curriculum Learning for Great Ape Detection in the Wild Xinyu Yang T. Burghardt Majid Mirmehdi 40 14 0 30 Apr 2022
Prompt Consistency for Zero-Shot Task Generalization Chunting Zhou Junxian He Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig VLM 26 74 0 29 Apr 2022
Self-supervised Contrastive Learning for Audio-Visual Action Recognition Yang Liu Y. Tan Haoyu Lan SSL 47 6 0 28 Apr 2022
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval Maurits J. R. Bleeker Andrew Yates Maarten de Rijke 52 4 0 28 Apr 2022
ATST: Audio Representation Learning with Teacher-Student Transformer Xian Li Xiaofei Li ViT 23 20 0 26 Apr 2022
Masked Image Modeling Advances 3D Medical Image Analysis Zekai Chen Devansh Agarwal Kshitij Aggarwal Wiem Safta Samit Hirawat V. Sethuraman Mariann Micsinai Balan Kevin Brown 35 69 0 25 Apr 2022
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping Vandan Gorade Azad Singh Deepak Mishra SSL AI4TS 19 7 0 24 Apr 2022
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning Xiaojian Ma Weili Nie Zhiding Yu Huaizu Jiang Chaowei Xiao Yuke Zhu Song-Chun Zhu Anima Anandkumar ViT LRM 35 19 0 24 Apr 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 29 7 0 23 Apr 2022
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation Haiyang Huang Zhi Chen Cynthia Rudin 72 13 0 22 Apr 2022
A Closer Look at Personalization in Federated Image Classification Changxing Jing Yan Huang Yihong Zhuang Liyan Sun Yue Huang Zhenlong Xiao Xinghao Ding 47 1 0 22 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 31 72 0 21 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 31 258 0 21 Apr 2022
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Yung-Sung Chuang Rumen Dangovski Hongyin Luo Yang Zhang Shiyu Chang M. Soljavcić Shang-Wen Li Wen-tau Yih Yoon Kim James R. Glass 44 221 0 21 Apr 2022
BTranspose: Bottleneck Transformers for Human Pose Estimation with Self-Supervised Pre-Training K. Balakrishnan Devesh Upadhyay ViT 29 2 0 21 Apr 2022
Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images Tejas Panambur Deep Chakraborty Melissa J Meyer R. Milliken Erik Learned-Miller M. Parente 6 14 0 21 Apr 2022
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-Identification Haocong Rao Chunyan Miao 14 11 0 21 Apr 2022
fairDMS: Rapid Model Training by Data and Model Reuse Ahsan Ali Hemant Sharma R. Kettimuthu Peter Kenesei Dennis Trujillo Antonino Miceli Ian Foster Ryan N. Coffee Jana Thayer Zhengchun Liu MU 28 3 0 20 Apr 2022
Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval Mustafa Shukor Guillaume Couairon Asya Grechka Matthieu Cord ViT 47 18 0 20 Apr 2022
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining Di Wu Siyuan Li Jie Yang Mohamad Sawan SSL 36 14 0 20 Apr 2022
On the Representation Collapse of Sparse Mixture of Experts Zewen Chi Li Dong Shaohan Huang Damai Dai Shuming Ma ... Payal Bajaj Xia Song Xian-Ling Mao Heyan Huang Furu Wei MoMe MoE 53 97 0 20 Apr 2022
Diverse Imagenet Models Transfer Better Niv Nayman A. Golbert Asaf Noy Tan Ping Lihi Zelnik-Manor 29 0 0 19 Apr 2022
Revisiting Vicinal Risk Minimization for Partially Supervised Multi-Label Classification Under Data Scarcity Nanqing Dong Jiayi Wang Irina Voiculescu 24 6 0 19 Apr 2022
Less than Few: Self-Shot Video Instance Segmentation Pengwan Yang Yuki M. Asano Pascal Mettes Cees G. M. Snoek SSL 45 2 0 19 Apr 2022