Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Shifting Focus: From Global Semantics to Local Prominent Features in Swin-Transformer for Knee Osteoarthritis Severity Assessment Aymen Sekhri Marouane Tliba M. A. Kerkouri Yassine Nasser Aladine Chetouani Alessandro Bruno Rachid Jennane 62 0 0 15 Mar 2024
GroupContrast: Semantic-aware Self-supervised Representation Learning for 3D Understanding Chengyao Wang Li Jiang Xiaoyang Wu Zhuotao Tian Bohao Peng Hengshuang Zhao Jiaya Jia 3DPC SSL 134 17 0 14 Mar 2024
EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning Jongsuk Kim Hyeongkeun Lee Kyeongha Rho Junmo Kim Joon Son Chung 59 6 0 14 Mar 2024
Efficient Transferability Assessment for Selection of Pre-trained Detectors Zhao Wang Aoxue Li Zhenguo Li Qi Dou 79 0 0 14 Mar 2024
When can we Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis? Gautham Govind Anil Pascal Esser Debarghya Ghoshdastidar 81 1 0 13 Mar 2024
VANP: Learning Where to See for Navigation with Self-Supervised Vision-Action Pre-Training Mohammad Nazeri Junzhe Wang Amirreza Payandeh Xuesu Xiao SSL ViT 101 8 0 12 Mar 2024
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers Shahaf Arica Or Rubin Sapir Gershov S. Laufer 72 7 0 12 Mar 2024
Uncertainty-guided Contrastive Learning for Single Source Domain Generalisation Anastasios Arsenos D. Kollias Evangelos Petrongonas Christos Skliros Stefanos D. Kollias 76 14 0 12 Mar 2024
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series Chengzhi Shen Martin J. Menten Hrvoje Bogunović U. Schmidt-Erfurth H. Scholl S. Sivaprasad A. Lotery Daniel Rueckert Paul Hager Robbie Holland 70 2 0 12 Mar 2024
BID: Boundary-Interior Decoding for Unsupervised Temporal Action Localization Pre-Trainin Qihang Fang Chengcheng Tang Shugao Ma Yanchao Yang 73 1 0 12 Mar 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 90 33 0 11 Mar 2024
Distributionally Generative Augmentation for Fair Facial Attribute Classification Fengda Zhang Qianpei He Kun Kuang Jiashuo Liu Long Chen Chao-Xiang Wu Jun Xiao Hanwang Zhang CVBM 67 8 0 11 Mar 2024
OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation Baran Ozaydin Tong Zhang Deblina Bhattacharjee Sabine Süsstrunk Mathieu Salzmann 75 1 0 11 Mar 2024
Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge Yuting Zhang Haobo Lu Xin Liu Ying-Cong Chen Kaishun Wu 82 7 0 11 Mar 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 224 3 0 11 Mar 2024
$V_kD:$ Improving Knowledge Distillation using Orthogonal Projections Roy Miles Ismail Elezi Jiankang Deng 112 10 0 10 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 87 3 0 09 Mar 2024
Lightning NeRF: Efficient Hybrid Scene Representation for Autonomous Driving Junyi Cao Zhichao Li Naiyan Wang Chao Ma 92 8 0 09 Mar 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification Tingting Zheng Kui Jiang Hongxun Yao 113 4 0 09 Mar 2024
Automating Catheterization Labs with Real-Time Perception Fan Yang Benjamin Planche Meng Zheng Chen Chen Terrence Chen Ziyan Wu 85 0 0 09 Mar 2024
Augmentations vs Algorithms: What Works in Self-Supervised Learning Warren Morningstar Alex Bijamov Chris Duvarney Luke Friedman Neha Kalibhat ... Philip Mansfield Renan A. Rojas-Gomez Karan Singhal Bradley Green Sushant Prakash SSL 77 12 0 08 Mar 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 79 4 0 08 Mar 2024
Fine-tuning a Multiple Instance Learning Feature Extractor with Masked Context Modelling and Knowledge Distillation Juan Pisula Katarzyna Bozek 66 2 0 08 Mar 2024
LoDisc: Learning Global-Local Discriminative Features for Self-Supervised Fine-Grained Visual Recognition Jialu Shi Zhiqiang Wei Jie Nie Lei Huang SSL 91 0 0 06 Mar 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 85 4 0 06 Mar 2024
Contrastive Learning of Person-independent Representations for Facial Action Unit Detection Yong Li Shiguang Shan 133 10 0 06 Mar 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 144 12 0 06 Mar 2024
Self-supervised 3D Patient Modeling with Multi-modal Attentive Fusion Meng Zheng Benjamin Planche Xuan Gong Fan Yang Terrence Chen Ziyan Wu 3DH 79 5 0 05 Mar 2024
Self-Supervised Facial Representation Learning with Facial Region Awareness Zheng Gao Ioannis Patras SSL 93 11 0 04 Mar 2024
Addressing Long-Tail Noisy Label Learning Problems: a Two-Stage Solution with Label Refurbishment Considering Label Rarity Ying-Hsuan Wu Jun-Wei Hsieh Li Xin Shin-You Teng Yi-Kuan Hsieh Ming-Ching Chang NoLa 127 0 0 04 Mar 2024
Superpixel Graph Contrastive Clustering with Semantic-Invariant Augmentations for Hyperspectral Images Jianhan Qi Yuheng Jia Hui Liu Junhui Hou 106 3 0 04 Mar 2024
BaCon: Boosting Imbalanced Semi-supervised Learning via Balanced Feature-Level Contrastive Learning Qianhan Feng Lujing Xie Shijie Fang Tong Lin 75 7 0 04 Mar 2024
Self-Supervised Representation Learning with Meta Comprehensive Regularization Huijie Guo Ying Ba Jie Hu Hui Xiong Jingyao Wang Lei Shi SSL 86 5 0 03 Mar 2024
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions Guangrun Wang Changlin Li Liuchun Yuan Jiefeng Peng Xiaoyu Xian Xiaodan Liang Xiaojun Chang Liang Lin 127 1 0 02 Mar 2024
BootTOD: Bootstrap Task-oriented Dialogue Representations by Aligning Diverse Responses Weihao Zeng Keqing He Yejie Wang Dayuan Fu Weiran Xu 72 0 0 02 Mar 2024
Rethinking The Uniformity Metric in Self-Supervised Learning Xianghong Fang Jian Li Qiang Sun Benyou Wang SSL 39 0 0 01 Mar 2024
EfficientZero V2: Mastering Discrete and Continuous Control with Limited Data Shengjie Wang Shaohuai Liu Weirui Ye Jiacheng You Yang Gao OffRL 99 15 0 01 Mar 2024
Learning and Leveraging World Models in Visual Representation Learning Q. Garrido Mahmoud Assran Nicolas Ballas Adrien Bardes Laurent Najman Yann LeCun SSL 105 30 0 01 Mar 2024
Time-bound Contextual Bio-ID Generation for Minimalist Wearables Adiba Orzikulova Diana A. Vasile F. Kawsar Chulhong Min 53 1 0 01 Mar 2024
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning Ruiqian Nai Zixin Wen Ji Li Yuanzhi Li Yang Gao 96 2 0 01 Mar 2024
A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications Jiaqi Han Jiacheng Cen Liming Wu Zongzhao Li Xiangzhe Kong ... Zhewei Wei Deli Zhao Yu Rong Wenbing Huang Wenbing Huang AI4CE 168 25 0 01 Mar 2024
BigGait: Learning Gait Representation You Want by Large Vision Models Dingqiang Ye Chao Fan Jingzhe Ma Xiaoming Liu Shiqi Yu CVBM SLR 130 22 0 29 Feb 2024
VideoMAC: Video Masked Autoencoders Meet ConvNets Gensheng Pei Tao Chen XiRuo Jiang Huafeng Liu Zeren Sun Yazhou Yao VGen 108 10 0 29 Feb 2024
Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards Katherine Metcalf Miguel Sarabia Natalie Mackraz B. Theobald 76 6 0 28 Feb 2024
LSPT: Long-term Spatial Prompt Tuning for Visual Representation Learning Shentong Mo Yansen Wang Xufang Luo Dongsheng Li VLM 97 2 0 27 Feb 2024
SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging Meng Lou Hanning Ying Xiaoqing Liu Hong-Yu Zhou Yuqing Zhang Yizhou Yu MedIm 100 12 0 27 Feb 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 120 12 0 27 Feb 2024
The Common Stability Mechanism behind most Self-Supervised Learning Approaches Abhishek Jha Matthew B. Blaschko Yuki M. Asano Tinne Tuytelaars SSL 38 3 0 22 Feb 2024
Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off Futa Waseda Ching-Chun Chang Isao Echizen AAML 143 0 0 22 Feb 2024
Robust Training of Federated Models with Extremely Label Deficiency Yonggang Zhang Zhiqin Yang Xinmei Tian Nannan Wang Tongliang Liu Bo Han FedML 115 6 0 22 Feb 2024