Self-Supervised Learning of Pretext-Invariant Representations

4 December 2019

Ishan Misra

L. V. D. van der Maaten

SSL

VLM

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Papers citing "Self-Supervised Learning of Pretext-Invariant Representations"

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Title
seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models Hafez Ghaemi Eilif Muller Shahab Bakhtiari 49 0 0 06 May 2025
Boosting Generative Image Modeling via Joint Image-Feature Synthesis Theodoros Kouzelis Efstathios Karypidis Ioannis Kakogeorgiou Spyros Gidaris N. Komodakis DiffM 31 0 0 22 Apr 2025
AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images Yihang Liu Lianghua He Y. Wen Longzhen Yang Hongzhou Chen MedIm 34 0 0 15 Apr 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
CL-MVSNet: Unsupervised Multi-view Stereo with Dual-level Contrastive Learning K. Xiong Rui Peng Zhe Zhang Tianxing Feng Jianbo Jiao Feng Gao Ronggang Wang 71 13 0 11 Mar 2025
Learning Nash Equilibrial Hamiltonian for Two-Player Collision-Avoiding Interactions Lei Zhang Siddharth Das Tanner Merry Wenlong Zhang Yi Ren 52 0 0 10 Mar 2025
VRM: Knowledge Distillation via Virtual Relation Matching W. Zhang Fei Xie Weidong Cai Chao Ma 76 0 0 28 Feb 2025
Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Kevin Garcia Juan Manuel Perez Yifeng Gao AI4TS 50 0 0 14 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 35 0 0 28 Jan 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 56 4 0 28 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
A Probabilistic Model for Self-Supervised Learning Maximilian Fleissner P. Esser D. Ghoshdastidar SSL BDL 96 1 0 22 Jan 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 166 0 0 21 Jan 2025
Enhancing Contrastive Learning Inspired by the Philosophy of "The Blind Men and the Elephant" Yudong Zhang Ruobing Xie Jiansheng Chen X. Sun Zhanhui Kang Yu Wang 83 0 0 21 Dec 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 79 1 0 26 Nov 2024
Quantum Rationale-Aware Graph Contrastive Learning for Jet Discrimination Md Abrar Jahin Md. Akmol Masud M. Mridha Nilanjan Dey Zeyar Aung 54 0 0 03 Nov 2024
Analysis of Spatial augmentation in Self-supervised models in the purview of training and test distributions Abhishek Jha Tinne Tuytelaars 30 0 0 26 Sep 2024
Self-supervised Learning for Acoustic Few-Shot Classification Jingyong Liang Bernd Meyer Issac Ning Lee Thanh-Toan Do SSL 52 0 0 15 Sep 2024
Causal Understanding For Video Question Answering Bhanu Prakash Reddy Guda Tanmay Kulkarni Adithya Sampath Swarnashree Mysore Sathyendra CML 46 0 0 23 Jul 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 37 4 0 09 Jul 2024
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 34 1 0 22 Jun 2024
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation Chun-Hung Wu Shih-Hong Chen Chih-Yao Hu Hsin-Yu Wu Kai-Hsin Chen Yu-You Chen Chih-Hai Su Chih-Kuo Lee Yu-Lun Liu 54 2 0 03 Jun 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 1 0 08 May 2024
Classification of Breast Cancer Histopathology Images using a Modified Supervised Contrastive Learning Method Matina Mahdizadeh Sani Ali Royat M. Baghshah 33 0 0 06 May 2024
Modeling Caption Diversity in Contrastive Vision-Language Pretraining Samuel Lavoie Polina Kirichenko Mark Ibrahim Mahmoud Assran Andrew Gordon Wilson Aaron Courville Nicolas Ballas CLIP VLM 64 19 0 30 Apr 2024
Learning Discriminative Spatio-temporal Representations for Semi-supervised Action Recognition Yu Wang Sanpin Zhou Kun Xia Le Wang 31 0 0 25 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks Sophia Sirko-Galouchenko Alexandre Boulch Spyros Gidaris Andrei Bursuc Antonín Vobecký Patrick Pérez Renaud Marlet 3DPC 32 7 0 22 Apr 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition Carlos Peñarrubia Carlos Garrido-Munoz J. J. Valero-Mas Jorge Calvo-Zaragoza 37 1 0 17 Apr 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 63 2 0 11 Mar 2024
Membership Information Leakage in Federated Contrastive Learning Kongyang Chen Wenfeng Wang Zixin Wang Wangjun Zhang Zhipeng Li Yao Huang FedML 30 1 0 06 Mar 2024
FLGuard: Byzantine-Robust Federated Learning via Ensemble of Contrastive Models Younghan Lee Yungi Cho Woorim Han Ho Bae Y. Paek FedML AAML 27 2 0 05 Mar 2024
CPCL: Cross-Modal Prototypical Contrastive Learning for Weakly Supervised Text-based Person Re-Identification Yanwei Zheng Xinpeng Zhao Chuanlin Lan Xiaowei Zhang Bowen Huang Jibin Yang Dongxiao Yu VLM 28 0 0 18 Jan 2024
Trapped in texture bias? A large scale comparison of deep instance segmentation J. Theodoridis Jessica Hofmann J. Maucher A. Schilling SSeg 27 5 0 17 Jan 2024
Contrastive Learning with Negative Sampling Correction Lu Wang Chao Du Pu Zhao Chuan Luo Zhangchi Zhu ... Wei Zhang Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang SSL 88 1 0 13 Jan 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 28 0 0 11 Jan 2024
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
Image Clustering Conditioned on Text Criteria Sehyun Kwon Jaeseung Park Minkyu Kim Jaewoong Cho Ernest K. Ryu Kangwook Lee VLM 34 11 0 27 Oct 2023
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation Mengcheng Lan Xinjiang Wang Yiping Ke Jiaxing Xu Litong Feng Wayne Zhang 35 11 0 27 Oct 2023
SILC: Improving Vision Language Pretraining with Self-Distillation Muhammad Ferjad Naeem Yongqin Xian Xiaohua Zhai Lukas Hoyer Luc Van Gool F. Tombari VLM 19 33 0 20 Oct 2023
AdaptSSR: Pre-training User Model with Augmentation-Adaptive Self-Supervised Ranking Yang Yu Qi Liu Kai Zhang Yuren Zhang Chao Song Min Hou Yuqing Yuan Zhihao Ye Zaixin Zhang Sanshi Lei Yu 30 2 0 15 Oct 2023
URLOST: Unsupervised Representation Learning without Stationarity or Topology Zeyu Yun Juexiao Zhang Bruno A. Olshausen Yann LeCun 31 0 0 06 Oct 2023
MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Weibin Liao Haoyi Xiong Qingzhong Wang Yan Mo Xuhong Li Yi Liu Zeyu Chen Siyu Huang Dejing Dou CLL 9 22 0 03 Oct 2023
Asynchronous Graph Generator Christopher P. Ley Felipe Tobar AI4TS 43 0 0 29 Sep 2023
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based Unsupervised Representation Learning Problems Momojit Biswas Himanshu Buckchash Dilip K. Prasad SSL 26 7 0 14 Aug 2023
Stochastic positional embeddings improve masked image modeling Amir Bar Florian Bordes Assaf Shocher Mahmoud Assran Pascal Vincent Nicolas Ballas Trevor Darrell Amir Globerson Yann LeCun 16 3 0 31 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
A brief review of contrastive learning applied to astrophysics M. Huertas-Company R. Sarmiento J. Knapen 32 9 0 08 Jun 2023
Context-Aware Self-Supervised Learning of Whole Slide Images Milan Aryal Nasim Yahya Soltani 16 5 0 07 Jun 2023
GaitMPL: Gait Recognition with Memory-Augmented Progressive Learning Huanzhang Dou Pengyi Zhang Yuhan Zhao Lin Dong Zequn Qin Xi Li CVBM VLM 30 24 0 06 Jun 2023