Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series Yingcheng Liu Neerav Karani Neel Dey S. M. Abulnaga Junshen Xu P. E. Grant Esra Abaci Turk Polina Golland 55 0 0 05 Oct 2023
Better Safe than Sorry: Pre-training CLIP against Targeted Data Poisoning and Backdoor Attacks Wenhan Yang Jingdong Gao Baharan Mirzasoleiman VLM 104 8 0 05 Oct 2023
FroSSL: Frobenius Norm Minimization for Efficient Multiview Self-Supervised Learning Oscar Skean Aayush Dhakal Nathan Jacobs Luis Gonzalo Sánchez Giraldo 70 0 0 04 Oct 2023
SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning Junhoo Lee Jayeon Yoo Nojun Kwak 68 2 0 04 Oct 2023
ScaleNet: An Unsupervised Representation Learning Method for Limited Information Huili Huang M. M. Roozbahani SSL 138 804 0 03 Oct 2023
Understanding Masked Autoencoders From a Local Contrastive Perspective Xiaoyu Yue Lei Bai Meng Wei Jiangmiao Pang Xihui Liu Luping Zhou Wanli Ouyang SSL 106 4 0 03 Oct 2023
SelfGraphVQA: A Self-Supervised Graph Neural Network for Scene-based Question Answering Bruno Souza Marius Aasan Hélio Pedrini Adín Ramirez Rivera SSL 86 2 0 03 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation Zhangsihao Yang Mengwei Ren Kaize Ding Guido Gerig Yalin Wang SSL 65 5 0 02 Oct 2023
An Investigation of Representation and Allocation Harms in Contrastive Learning Subha Maity Mayank Agarwal Mikhail Yurochkin Yuekai Sun 97 2 0 02 Oct 2023
Modularity in Deep Learning: A Survey Haozhe Sun Isabelle Guyon MoMe 102 3 0 02 Oct 2023
Understanding Transferable Representation Learning and Zero-shot Transfer in CLIP Zixiang Chen Yihe Deng Yuanzhi Li Quanquan Gu VLM 104 12 0 02 Oct 2023
Siamese Representation Learning for Unsupervised Relation Extraction Guangxin Zhang Shu Chen SSL 53 2 0 01 Oct 2023
Self-supervised Learning of Contextualized Local Visual Embeddings T. Silva Hélio Pedrini Adín Ramirez Rivera SSL 99 3 0 01 Oct 2023
Structural Adversarial Objectives for Self-Supervised Representation Learning Xiao Zhang Michael Maire 105 1 0 30 Sep 2023
Information Flow in Self-Supervised Learning Zhiyuan Tan Jingqin Yang Weiran Huang Yang Yuan Yifan Zhang SSL 83 14 0 29 Sep 2023
Low-Resource Self-Supervised Learning with SSL-Enhanced TTS Xin Wang Taein Kwon Wei-Ning Hsu Yossi Adi Tu Nguyen D. Bohus Emmanuel Dupoux Neel Joshi Abdelrahman Mohamed 42 4 0 29 Sep 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 98 6 0 28 Sep 2023
Improving Equivariance in State-of-the-Art Supervised Depth and Normal Predictors Yuanyi Zhong Anand Bhattad Yu-Xiong Wang David Forsyth MDE 64 2 0 28 Sep 2023
Rethinking Domain Generalization: Discriminability and Generalizability Shaocong Long Qianyu Zhou Chenhao Ying Lizhuang Ma Yuan Luo OOD AI4CE 134 14 0 28 Sep 2023
Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Wenke Huang J. J. Valero-Mas Dasaem Jeong Bo Du FedML 82 50 0 28 Sep 2023
FORB: A Flat Object Retrieval Benchmark for Universal Image Embedding Ana Ezquerro Carlos Gómez-Rodríguez Kevin Dela Rosa Derek Hao Hu 45 6 0 28 Sep 2023
Feature Normalization Prevents Collapse of Non-contrastive Learning Dynamics Han Bao SSL MLT 97 1 0 28 Sep 2023
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Geri Skenderi Hang Li Jiliang Tang Marco Cristani AI4TS GNN 142 5 0 27 Sep 2023
Transferability of Representations Learned using Supervised Contrastive Learning Trained on a Multi-Domain Dataset Alvin De Jun Tan Clement Tan C. Yeo 92 0 0 27 Sep 2023
VPA: Fully Test-Time Visual Prompt Adaptation Jiachen Sun Mark Ibrahim Melissa Hall Ivan Evtimov Z. Morley Mao Cristian Canton Ferrer C. Hazirbas VLM 94 7 0 26 Sep 2023
Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning Yang Liu Chong Chen Can Wang Xulin King Mengyuan Liu 3DPC 69 9 0 25 Sep 2023
PARTICLE: Part Discovery and Contrastive Learning for Fine-grained Recognition Oindrila Saha Subhransu Maji SSL 90 2 0 25 Sep 2023
MOSAIC: Multi-Object Segmented Arbitrary Stylization Using CLIP Prajwal Ganugula Y. Kumar N. Reddy Prabhath Chellingi A. Thakur Neeraj Kasera C. S. Anand CLIP DiffM 44 3 0 24 Sep 2023
Order-preserving Consistency Regularization for Domain Adaptation and Generalization Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 95 4 0 23 Sep 2023
Masking Improves Contrastive Self-Supervised Learning for ConvNets, and Saliency Tells You Where Zhi-Yi Chin Chieh-Ming Jiang Ching-Chun Huang Pin-Yu Chen Wei-Chen Chiu SSL 89 0 0 22 Sep 2023
Elevating Skeleton-Based Action Recognition with Efficient Multi-Modality Self-Supervision Yiping Wei Kunyu Peng Alina Roitberg Jiaming Zhang Junwei Zheng R. Liu Yufan Chen Kailun Yang Rainer Stiefelhagen 82 3 0 21 Sep 2023
A Study of Forward-Forward Algorithm for Self-Supervised Learning Jonas Brenig Radu Timofte SSL 60 5 0 21 Sep 2023
A Knowledge-Driven Cross-view Contrastive Learning for EEG Representation Weining Weng Yang Gu Qihui Zhang Yingying Huang Chunyan Miao Yiqiang Chen 71 7 0 21 Sep 2023
DimCL: Dimensional Contrastive Learning For Improving Self-Supervised Learning Thanh Nguyen T. Pham Chaoning Zhang Tung M. Luu Thang Vu Chang D. Yoo 105 10 0 21 Sep 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 152 0 0 21 Sep 2023
Exploring Self-supervised Skeleton-based Action Recognition in Occluded Environments Yifei Chen Kunyu Peng Alina Roitberg David Schneider Jiaming Zhang Junwei Zheng R. Liu Yufan Chen Kailun Yang Rainer Stiefelhagen 101 0 0 21 Sep 2023
Sound Source Localization is All about Cross-Modal Alignment Arda Senocak H. Ryu Junsik Kim Tae-Hyun Oh Hanspeter Pfister Joon Son Chung 85 19 0 19 Sep 2023
Personalized Food Image Classification: Benchmark Datasets and New Baseline Xinyue Pan Jiangpeng He Fengqing M Zhu 98 5 0 15 Sep 2023
AV-MaskEnhancer: Enhancing Video Representations through Audio-Visual Masked Autoencoder Xingjian Diao Ming Cheng Shitong Cheng VGen 79 10 0 15 Sep 2023
BROW: Better featuRes fOr Whole slide image based on self-distillation Yuan Wu Shaojie Li Zhiqiang Du Wentao Zhu 55 5 0 15 Sep 2023
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective Pu Miao Zeyao Du Junlin Zhang SSL 77 7 0 14 Sep 2023
Nucleus-aware Self-supervised Pretraining Using Unpaired Image-to-image Translation for Histopathology Images Zhiyun Song Penghui Du Junpeng Yan Keqin Li Jianzhong Shou Maode Lai Yubo Fan Yan Xu 95 8 0 14 Sep 2023
Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology Nirhoshan Sivaroopan Chamuditha Jayanga Chalani Ekanayake Hasindri Watawana Jathurshan Pradeepkumar Mithunjha Anandakumar Ranga Rodrigo Chamira U. S. Edussooriya D. Wadduwage MedIm UQCV 70 0 0 13 Sep 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 66 2 0 13 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 74 9 0 12 Sep 2023
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu VLM 70 12 0 12 Sep 2023
Introspective Deep Metric Learning Cheng-Hao Wang Wenzhao Zheng Zheng Hua Zhu Jie Zhou Jiwen Lu UQCV 82 12 0 11 Sep 2023
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning Yi Wang C. Albrecht Nassim Ait Ali Braham Chenying Liu Zhitong Xiong Xiaoxiang Zhu SSL 97 19 0 11 Sep 2023
Towards Federated Learning Under Resource Constraints via Layer-wise Training and Depth Dropout Pengfei Guo Warren Morningstar Raviteja Vemulapalli K. Singhal Vishal M. Patel Philip Mansfield FedML 87 3 0 11 Sep 2023
Graph-Aware Contrasting for Multivariate Time-Series Classification Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 81 15 0 11 Sep 2023