Improving Contrastive Learning by Visualizing Feature Transformation

6 August 2021

Rui Zhu

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Papers citing "Improving Contrastive Learning by Visualizing Feature Transformation"

43 / 43 papers shown

Title
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 128 14 0 11 Mar 2025
Enhancing Contrastive Learning Inspired by the Philosophy of "The Blind Men and the Elephant" Yudong Zhang Ruobing Xie Jiansheng Chen Xingwu Sun Zhanhui Kang Yu Wang 210 0 0 21 Dec 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 74 0 0 16 Oct 2024
SimO Loss: Anchor-Free Contrastive Loss for Fine-Grained Supervised Contrastive Learning Taha Bouhsine Imad El Aaroussi Atik Faysal Wang Huaxia 120 1 0 07 Oct 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 155 1 0 30 Aug 2024
Efficiency for Free: Ideal Data Are Transportable Representations Peng Sun Yi Jiang Tao Lin DD 127 2 0 23 May 2024
Rethinking Samples Selection for Contrastive Learning: Mining of Potential Samples Hengkui Dong Xianzhong Long Yun Li 146 2 0 01 Nov 2023
Understanding Contrastive Learning via Distributionally Robust Optimization Junkang Wu Jiawei Chen Jiancan Wu Wentao Shi Xiang Wang Xiangnan He 120 27 0 17 Oct 2023
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning B. U. Demirel Christian Holz AI4TS 95 22 0 23 Sep 2023
Towards Better Modeling with Missing Data: A Contrastive Learning-based Visual Analytics Perspective Laixin Xie Ouyang Yang Long-fei Chen Ziming Wu Quan Li 69 0 0 18 Sep 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 99 20 0 22 Jul 2023
Additional Positive Enables Better Representation Learning for Medical Images Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Jingtong Hu Yiyu Shi SSL 77 1 0 31 May 2023
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive Estimation Ilana D Naiman Nimrod Berman Omri Azencot DRL 101 6 0 25 May 2023
Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery Bingchen Zhao Xin Wen Kai Han 72 58 0 10 May 2023
Cross-Stream Contrastive Learning for Self-Supervised Skeleton-Based Action Recognition Sergio Valcarcel Macua Yongqiang Tang Zhizhong Zhang Wensheng Zhang 91 11 0 03 May 2023
OOD-CV-v2: An extended Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images Bingchen Zhao Jiahao Wang Wufei Ma Artur Jesslen Si-Jia Yang Shaozuo Yu O. Zendel Christian Theobalt Alan Yuille Adam Kortylewski 99 10 0 17 Apr 2023
Boosting Video Object Segmentation via Space-time Correspondence Learning Yurong Zhang Liulei Li Wenguan Wang Rong Xie Li Song Wenjun Zhang VOS 65 33 0 13 Apr 2023
CoRTX: Contrastive Framework for Real-time Explanation Yu-Neng Chuang Guanchu Wang Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Helen Zhou 95 20 0 05 Mar 2023
CLR-GAM: Contrastive Point Cloud Learning with Guided Augmentation and Feature Mapping Srikanth Malla Yi-Ting Chen 3DPC 70 3 0 28 Feb 2023
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations Kailai Yang Tianlin Zhang Hassan Alhuzali Sophia Ananiadou 94 44 0 07 Feb 2023
Vision Learners Meet Web Image-Text Pairs Bingchen Zhao Quan Cui Hao Wu Osamu Yoshie Cheng Yang Oisin Mac Aodha VLM 93 5 0 17 Jan 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 244 161 0 13 Jan 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 131 31 0 21 Dec 2022
Pose-disentangled Contrastive Learning for Self-supervised Facial Representation Y. Liu Wenbin Wang Yibing Zhan Shaoze Feng Li-Yu Daisy Liu Zhe Chen SSL 71 13 0 24 Nov 2022
Information-guided pixel augmentation for pixel-wise contrastive learning Quan Quan Qingsong Yao Jun Li S.Kevin Zhou SSL 82 5 0 14 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 93 7 0 02 Nov 2022
I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Dongjin Lee Kijung Shin 83 39 0 09 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 109 25 0 02 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 235 74 0 30 May 2022
Real-centric Consistency Learning for Deepfake Detection Ruiqi Zha Z. Lian Qianmu Li Siqi Gu 48 1 0 15 May 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 119 57 0 30 Mar 2022
Alignment-Uniformity aware Representation Learning for Zero-shot Video Classification Shi Pu Kaili Zhao Mao Zheng VLM 76 20 0 29 Mar 2022
SIOD: Single Instance Annotated Per Category Per Image for Object Detection Hanjun Li Xingjia Pan Ke Yan Fan Tang Weihao Zheng 78 18 0 29 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 139 30 0 08 Mar 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective Quan Cui Bingchen Zhao Zhao-Min Chen Borui Zhao Renjie Song Jiajun Liang Boyan Zhou Osamu Yoshie 112 18 0 08 Mar 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 118 264 0 01 Mar 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 95 105 0 07 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 75 0 0 30 Jan 2022
Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework Chenxin Tao Honghui Wang Xizhou Zhu Jiahua Dong S. Song Gao Huang Jifeng Dai SSL 94 61 0 09 Dec 2021
OOD-CV: A Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images Bingchen Zhao Shaozuo Yu Wufei Ma M. Yu Shenxiao Mei Angtian Wang Ju He Alan Yuille Adam Kortylewski 75 53 0 29 Nov 2021
Contrastive Object-level Pre-training with Spatial Noise Curriculum Learning Chenhongyi Yang Lichao Huang Elliot J. Crowley SSL VLM 64 6 0 26 Nov 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 134 86 0 13 Jun 2021
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 384 4,115 0 17 Jun 2020