Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

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Title
Cluster-aware Contrastive Learning for Unsupervised Out-of-distribution Detection Menglong Chen Xingtai Gui Shicai Fan OODD 11 1 0 06 Feb 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 24 5 0 03 Feb 2023
Hyperbolic Contrastive Learning Yun Yue Fangzhou Lin Kazunori D Yamada Ziming Zhang SSL 33 18 0 02 Feb 2023
Affinity Uncertainty-based Hard Negative Mining in Graph Contrastive Learning Chaoxi Niu Guansong Pang Ling-Hao Chen 24 9 0 31 Jan 2023
The Influences of Color and Shape Features in Visual Contrastive Learning Xiao-qiong Zhuang SSL 19 0 0 29 Jan 2023
Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation Elena Camuffo Umberto Michieli Simone Milani 3DPC 22 4 0 26 Jan 2023
Contrastive Learning for Self-Supervised Pre-Training of Point Cloud Segmentation Networks With Image Data A. Janda Brandon Wagstaff Edwin G. Ng J. Kelly 3DPC 8 3 0 18 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 29 122 0 13 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 41 9 0 12 Jan 2023
Heterogeneous Tri-stream Clustering Network Xiao-Xue Deng Dong Huang Chang-Dong Wang 15 9 0 11 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
Deep Temporal Contrastive Clustering Ying Zhong Dong Huang Chang-Dong Wang AI4TS 29 12 0 29 Dec 2022
Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples Jianxiang Yu Qingqing Ge Xiang Li Aoying Zhou 22 7 0 28 Dec 2022
Truncate-Split-Contrast: A Framework for Learning from Mislabeled Videos Zixiao Wang Junwu Weng C. Yuan Jue Wang NoLa 22 4 0 27 Dec 2022
Understanding and Improving the Role of Projection Head in Self-Supervised Learning Kartik Gupta Thalaiyasingam Ajanthan A. Hengel Stephen Gould SSL 21 37 0 22 Dec 2022
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 14 6 0 21 Dec 2022
Class Prototype-based Cleaner for Label Noise Learning Jingjia Huang Yuanqi Chen Jiashi Feng Xinglong Wu NoLa SSL 16 0 0 21 Dec 2022
Hyperbolic Hierarchical Contrastive Hashing Rukai Wei Yu Liu Jingkuan Song Yanzhao Xie Ke Zhou 24 7 0 17 Dec 2022
Establishing a stronger baseline for lightweight contrastive models Wenye Lin Yifeng Ding Zhixiong Cao Haitao Zheng 25 2 0 14 Dec 2022
Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering D. M. Nguyen Hoangvu Nguyen M. T. N. Truong T. Cao Binh Duc Nguyen Nhat Ho Paul Swoboda Shadi Albarqouni P. Xie Daniel Sonntag SSL 21 21 0 04 Dec 2022
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 23 33 0 02 Dec 2022
FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning Yulei Qin Xingyu Chen Chao Chen Yunhang Shen Bohan Ren Yun Gu Jie-jin Yang Chunhua Shen 36 4 0 01 Dec 2022
Handling Image and Label Resolution Mismatch in Remote Sensing Scott Workman Armin Hadzic M. U. Rafique 30 5 0 28 Nov 2022
Deep Semi-supervised Learning with Double-Contrast of Features and Semantics Quan Feng Jiayu Yao Zhisong Pan Guojun Zhou 15 0 0 28 Nov 2022
Generalized Category Discovery with Decoupled Prototypical Network Wenbin An Feng Tian Qinghua Zheng Wei Ding Qianying Wang Ping Chen 28 44 0 28 Nov 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 30 12 0 27 Nov 2022
A Unified Framework for Contrastive Learning from a Perspective of Affinity Matrix Wenbin Li Meihao Kong Xuesong Yang Lei Wang Jing Huo Yang Gao Jiebo Luo 25 0 0 26 Nov 2022
Supervised Contrastive Prototype Learning: Augmentation Free Robust Neural Network Iordanis Fostiropoulos Laurent Itti 26 1 0 26 Nov 2022
Reason from Context with Self-supervised Learning Xinyu Liu Ankur Sikarwar Gabriel Kreiman Zenglin Shi Mengmi Zhang ReLM LRM 19 1 0 23 Nov 2022
Self-Supervised Pre-training of 3D Point Cloud Networks with Image Data A. Janda Brandon Wagstaff Edwin G. Ng J. Kelly 3DPC 17 4 0 21 Nov 2022
CAE v2: Context Autoencoder with CLIP Target Xinyu Zhang Jiahui Chen Junkun Yuan Qiang Chen Jian Wang ... Jimin Pi Kun Yao Junyu Han Errui Ding Jingdong Wang VLM CLIP 42 24 0 17 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 14 18 0 16 Nov 2022
Robust Alzheimer's Progression Modeling using Cross-Domain Self-Supervised Deep Learning Saba Dadsetan Mohsen Hejrati Shandong Wu Somaye Hashemifar OOD 10 0 0 15 Nov 2022
CorruptEncoder: Data Poisoning based Backdoor Attacks to Contrastive Learning Jinghuai Zhang Hongbin Liu Jinyuan Jia Neil Zhenqiang Gong AAML 33 20 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
False: False Negative Samples Aware Contrastive Learning for Semantic Segmentation of High-Resolution Remote Sensing Image Zhaoyang Zhang Xuying Wang X. Mei Chao Tao Haifeng Li 13 20 0 15 Nov 2022
PMR: Prototypical Modal Rebalance for Multimodal Learning Yunfeng Fan Wenchao Xu Haozhao Wang Junxiao Wang Song Guo 23 60 0 14 Nov 2022
Few-shot Classification with Hypersphere Modeling of Prototypes Ning Ding Yulin Chen Ganqu Cui Xiaobin Wang Haitao Zheng Zhiyuan Liu Pengjun Xie 23 8 0 10 Nov 2022
Clinical Contrastive Learning for Biomarker Detection Kiran Kokilepersaud M. Prabhushankar Ghassan AlRegib 22 4 0 09 Nov 2022
GOOD-D: On Unsupervised Graph Out-Of-Distribution Detection Yixin Liu Kaize Ding Huan Liu Shirui Pan 24 53 0 08 Nov 2022
Contrastive Classification and Representation Learning with Probabilistic Interpretation Rahaf Aljundi Yash J. Patel Milan Šulc Daniel Olmeda N. Chumerin SSL 31 5 0 07 Nov 2022
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence Embedding Jiali Zeng Yongjing Yin Yu Jiang Shuangzhi Wu Yunbo Cao SSL 25 13 0 07 Nov 2022
Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment Dong Lee Sung-Ik Choi Hyunwoo J. Kim Sae-Young Chung SSL 23 7 0 04 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 19 6 0 02 Nov 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning Xiaochen Zheng SSL 22 2 0 29 Oct 2022
Conversation Disentanglement with Bi-Level Contrastive Learning Chengyu Huang Zheng Zhang Hao Fei Lizi Liao DRL 22 7 0 27 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
Twin Contrastive Learning for Online Clustering Yunfan Li Mouxing Yang Dezhong Peng Taihao Li Jian-Tao Huang Xiaocui Peng 14 105 0 21 Oct 2022
HAVANA: Hard negAtiVe sAmples aware self-supervised coNtrastive leArning for Airborne laser scanning point clouds semantic segmentation Yunsheng Zhang Jianguo Yao Ruixiang Zhang Siyang Chen Haif Li 21 0 0 19 Oct 2022
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and Correlation Shentong Mo Zhun Sun Chao Li 15 11 0 18 Oct 2022