Max-Margin Contrastive Learning

21 December 2021

Papers citing "Max-Margin Contrastive Learning"

24 / 24 papers shown

Title
CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss D. Pitawela Gustavo Carneiro Hsiang-Ting Chen 53 0 0 22 Apr 2025
Emergent Visual-Semantic Hierarchies in Image-Text Representations Morris Alper Hadar Averbuch-Elor VLM 37 7 0 11 Jul 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
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization Hong Nguyen H. Nguyen Melinda Y. Chang Hieu H. Pham Shrikanth Narayanan Michael Pazzani 27 0 0 29 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
ActNetFormer: Transformer-ResNet Hybrid Method for Semi-Supervised Action Recognition in Videos Sharana Dharshikgan Suresh Dass H. Barua Ganesh Krishnasamy Raveendran Paramesran Raphael C.-W. Phan ViT 40 2 0 09 Apr 2024
When can we Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis? Gautham Govind Anil P. Esser D. Ghoshdastidar 43 1 0 13 Mar 2024
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning Jihai Zhang Xiang Lan Xiaoye Qu Yu Cheng Mengling Feng Bryan Hooi SSL 24 4 0 19 Feb 2024
Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking Shengsheng Qian Yifei Wang Dizhan Xue Shengjie Zhang Huaiwen Zhang Changsheng Xu AAML 43 1 0 13 Dec 2023
Representation Learning Dynamics of Self-Supervised Models P. Esser Satyaki Mukherjee D. Ghoshdastidar SSL 29 3 0 05 Sep 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 34 20 0 22 Jul 2023
HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of Actions Anshul B. Shah A. Roy Ketul Shah Shlok Kumar Mishra David W. Jacobs A. Cherian Ramalingam Chellappa SSL 19 25 0 01 Apr 2023
Distortion-Disentangled Contrastive Learning Jinfeng Wang Sifan Song Jionglong Su S. Kevin Zhou SSL 41 4 0 09 Mar 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 31 126 0 13 Jan 2023
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 49 11 0 05 Jan 2023
STEPs: Self-Supervised Key Step Extraction and Localization from Unlabeled Procedural Videos Anshul B. Shah Benjamin Lundell H. Sawhney Ramalingam Chellappa SSL 16 8 0 02 Jan 2023
VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment Shraman Pramanick Li Jing Sayan Nag Jiachen Zhu Hardik Shah Yann LeCun Ramalingam Chellappa 32 21 0 09 Oct 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 32 8 0 16 Jul 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 33 24 0 02 Jun 2022
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 26 22 0 01 Dec 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 27 10 0 17 Aug 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 215 309 0 19 Oct 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 279 3,375 0 09 Mar 2020