Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 36 16 0 24 Aug 2022
Faint Features Tell: Automatic Vertebrae Fracture Screening Assisted by Contrastive Learning Xin Wei Huaiwei Cong Zheng Zhang Junran Peng Guoping Chen Jinpeng Li 38 7 0 23 Aug 2022
Spiral Contrastive Learning: An Efficient 3D Representation Learning Method for Unannotated CT Lesions Penghua Zhai Enwei Zhu Baolian Qi Xin Wei Jinpeng Li 24 0 0 23 Aug 2022
TaCo: Textual Attribute Recognition via Contrastive Learning Chang Nie Yiqing Hu Yanqiu Qu Hao Liu Deqiang Jiang Bo Ren 38 0 0 22 Aug 2022
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Lihe Yang Lei Qi Xue Jiang Wayne Zhang Yinghuan Shi 35 237 0 21 Aug 2022
CMSBERT-CLR: Context-driven Modality Shifting BERT with Contrastive Learning for linguistic, visual, acoustic Representations Junghun Kim Jihie Kim 25 2 0 21 Aug 2022
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation Shiqiang Ma Xia Li Jijun Tang Fei Guo 27 3 0 19 Aug 2022
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Yuanqin He Yan Kang Xinyuan Zhao Jiahuan Luo Lixin Fan Yuxing Han Qiang Yang FedML 34 24 0 18 Aug 2022
Siamese Prototypical Contrastive Learning Shentong Mo Zhun Sun Chao Li SSL 27 12 0 18 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 40 57 0 18 Aug 2022
ConMatch: Semi-Supervised Learning with Confidence-Guided Consistency Regularization Jiwon Kim Youngjo Min Daehwan Kim Gyuseong Lee Junyoung Seo Kwang-seok Ryoo Seung Wook Kim 32 42 0 18 Aug 2022
How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval? Q. Leroy Olivier Buisson Alexis Joly SSL 29 0 0 17 Aug 2022
Matching Multiple Perspectives for Efficient Representation Learning Omiros Pantazis M. Salvaris SSL 41 0 0 16 Aug 2022
Efficient Multimodal Transformer with Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis Guoying Zhao Zheng Lian B. Liu Jianhua Tao 48 47 0 16 Aug 2022
Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images Ruining Deng C. Cui Lucas W. Remedios Shunxing Bao R. M. Womick ... K. Wilson Yao Wang Lori A. Coburn Bennett A. Landman Yuankai Huo 31 10 0 15 Aug 2022
Simulating Personal Food Consumption Patterns using a Modified Markov Chain Xinyue Pan Jiangpeng He Andrew Peng F. Zhu 30 6 0 13 Aug 2022
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan SSL AI4TS 17 80 0 13 Aug 2022
Representation learning for a generalized, quantitative comparison of complex model outputs Colin G. Cess Stacey D. Finley 27 2 0 12 Aug 2022
Instance Image Retrieval by Learning Purely From Within the Dataset Zhongyan Zhang Lei Wang Yang Wang Luping Zhou Jianjia Zhang Peng Wang Fangxiao Chen SSL 31 0 0 12 Aug 2022
MILAN: Masked Image Pretraining on Language Assisted Representation Zejiang Hou Fei Sun Yen-kuang Chen Yuan Xie S. Kung ViT 34 68 0 11 Aug 2022
Differencing based Self-supervised pretraining for Scene Change Detection V. Ramkumar Elahe Arani Bahram Zonooz 28 3 0 11 Aug 2022
On the Pros and Cons of Momentum Encoder in Self-Supervised Visual Representation Learning T. Pham Chaoning Zhang Axi Niu Kang Zhang Chang D. Yoo 38 11 0 11 Aug 2022
Self-Knowledge Distillation via Dropout Hyoje Lee Yeachan Park Hyun Seo Myung-joo Kang FedML 24 15 0 11 Aug 2022
Improving COVID-19 CT Classification of CNNs by Learning Parameter-Efficient Representation Yujia Xu Hak-Keung Lam Guangyu Jia Jian Jiang J. Liao Xinqi Bao OOD 43 71 0 09 Aug 2022
Label-Free Synthetic Pretraining of Object Detectors Hei Law Jia Deng 33 4 0 08 Aug 2022
Understanding Masked Image Modeling via Learning Occlusion Invariant Feature Xiangwen Kong Xiangyu Zhang SSL 32 53 0 08 Aug 2022
SLiDE: Self-supervised LiDAR De-snowing through Reconstruction Difficulty Gwangtak Bae Byungjun Kim Seongyong Ahn Jihong Min Inwook Shim 3DPC 33 11 0 08 Aug 2022
Stain-Adaptive Self-Supervised Learning for Histopathology Image Analysis Haili Ye Da-han Wang 27 3 0 08 Aug 2022
Learning Omnidirectional Flow in 360-degree Video via Siamese Representation Keshav Bhandari Bin Duan Gaowen Liu Hugo Latapie Ziliang Zong Yan Yan MDE 36 2 0 07 Aug 2022
Contrastive Positive Mining for Unsupervised 3D Action Representation Learning Haoyuan Zhang Yonghong Hou Wenjing Zhang Wanqing Li SSL 37 38 0 06 Aug 2022
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey Xiaoyu Shen Svitlana Vakulenko Marco Del Tredici Gianni Barlacchi Bill Byrne Adria de Gispert RALM VLM 30 20 0 05 Aug 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi Ekdeep Singh Lubana Mark Heimann Danai Koutra Jayaraman J. Thiagarajan 30 11 0 04 Aug 2022
Prompt Tuning for Generative Multimodal Pretrained Models Han Yang Junyang Lin An Yang Peng Wang Chang Zhou Hongxia Yang VLM LRM VPVLM 37 30 0 04 Aug 2022
Metadata-enhanced contrastive learning from retinal optical coherence tomography images R. Holland Oliver Leingang Hrvoje Bogunović Sophie Riedl L. Fritsche ... U. Schmidt-Erfurth S. Sivaprasad A. Lotery Daniel Rueckert M. Menten 25 9 0 04 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming-Hsuan Yang Zhiyong Liu SSL 38 3 0 01 Aug 2022
SdAE: Self-distillated Masked Autoencoder Yabo Chen Yuchen Liu Dongsheng Jiang Xiaopeng Zhang Wenrui Dai H. Xiong Qi Tian ViT 26 70 0 31 Jul 2022
Revisiting the Critical Factors of Augmentation-Invariant Representation Learning Junqiang Huang Xiangwen Kong Xiangyu Zhang 38 6 0 30 Jul 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 33 20 0 30 Jul 2022
A Survey on Masked Autoencoder for Self-supervised Learning in Vision and Beyond Chaoning Zhang Chenshuang Zhang Junha Song John Seon Keun Yi Kang Zhang In So Kweon SSL 57 72 0 30 Jul 2022
Learning Shadow Correspondence for Video Shadow Detection Xinpeng Ding J. Yang Xiao Hu Xuelong Li 29 13 0 30 Jul 2022
Few-Shot Class-Incremental Learning from an Open-Set Perspective Can Peng Kun-li Zhao Tianren Wang Meng Li Brian C. Lovell CLL 30 89 0 30 Jul 2022
Global-Local Self-Distillation for Visual Representation Learning Tim Lebailly Tinne Tuytelaars SSL 32 6 0 29 Jul 2022
SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation Yang Zou Jongheon Jeong Latha Pemula Dongqing Zhang Onkar Dabeer 44 289 0 28 Jul 2022
Self-supervised learning with rotation-invariant kernels Léon Zheng Gilles Puy E. Riccietti Patrick Pérez Rémi Gribonval SSL 27 2 0 28 Jul 2022
Contrastive Masked Autoencoders are Stronger Vision Learners Zhicheng Huang Xiaojie Jin Cheng Lu Qibin Hou Mingg-Ming Cheng Dongmei Fu Xiaohui Shen Jiashi Feng 52 148 0 27 Jul 2022
Time to augment self-supervised visual representation learning A. Aubret M. Ernst Céline Teulière Jochen Triesch 41 10 0 27 Jul 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation Xinrong Hu Corey Wang Yiyu Shi MedIm 53 1 0 27 Jul 2022
Boosting Point-BERT by Multi-choice Tokens Kexue Fu Ming-Dong Yuan Manning Wang 3DPC 26 6 0 27 Jul 2022
Unsupervised Contrastive Learning of Image Representations from Ultrasound Videos with Hard Negative Mining Soumen Basu Somanshu Singla Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora AI4TS 28 13 0 26 Jul 2022
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection Zhuo Chen Yufen Huang Jiaoyan Chen Yuxia Geng Yin Fang Jeff Z. Pan Ningyu Zhang Wen Zhang 31 35 0 26 Jul 2022