Self-supervised Learning: Generative or Contrastive

15 June 2020

Xiao Liu

Jing Zhang

Papers citing "Self-supervised Learning: Generative or Contrastive"

50 / 218 papers shown

Title
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Geri Skenderi Hang Li Jiliang Tang Marco Cristani AI4TS GNN 54 3 0 27 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 18 0 0 18 Sep 2023
MS-Net: A Multi-modal Self-supervised Network for Fine-Grained Classification of Aircraft in SAR Images Bingying Yue Jianhao Li Hao Shi Yupei Wang Honghu Zhong 31 0 0 28 Aug 2023
PatchContrast: Self-Supervised Pre-training for 3D Object Detection Oren Shrout Ori Nitzan Yizhak Ben-Shabat A. Tal 3DPC 67 2 0 14 Aug 2023
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 36 3 0 13 Aug 2023
Teacher-Student Architecture for Knowledge Distillation: A Survey Chengming Hu Xuan Li Danyang Liu Haolun Wu Xi Chen Ju Wang Xue Liu 21 16 0 08 Aug 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
Online Self-Supervised Deep Learning for Intrusion Detection Systems Mert Nakıp Erol Gelenbe 25 7 0 22 Jun 2023
End-to-End Augmentation Hyperparameter Tuning for Self-Supervised Anomaly Detection Jaemin Yoo Lingxiao Zhao L. Akoglu 30 4 0 21 Jun 2023
Joint multi-modal Self-Supervised pre-training in Remote Sensing: Application to Methane Source Classification P. Berg M. Pham Nicolas Courty SSL 25 2 0 16 Jun 2023
A Novel Driver Distraction Behavior Detection Method Based on Self-supervised Learning with Masked Image Modeling Yingzhi Zhang Taiguo Li Chong Li Xinghong Zhou 35 10 0 01 Jun 2023
A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal Pretraining Shengchao Liu Weitao Du Zhiming Ma Hongyu Guo Jian Tang 26 30 0 28 May 2023
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification Idio Guarino Chao Wang A. Finamore A. Pescapé Dario Rossi 21 11 0 21 May 2023
Zero-Shot Text Classification via Self-Supervised Tuning Chaoqun Liu Wenxuan Zhang Guizhen Chen Xiaobao Wu A. Luu Chip Hong Chang Lidong Bing VLM 37 11 0 19 May 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 39 82 0 19 May 2023
State Representation Learning Using an Unbalanced Atlas Li Meng Morten Goodwin Anis Yazidi P. Engelstad 34 2 0 17 May 2023
Vision Language Pre-training by Contrastive Learning with Cross-Modal Similarity Regulation Chaoya Jiang Wei Ye Haiyang Xu Miang yan Shikun Zhang Jie Zhang Fei Huang VLM 34 15 0 08 May 2023
3D Feature Prediction for Masked-AutoEncoder-Based Point Cloud Pretraining Siming Yan Yu-Qi Yang Yu-Xiao Guo Hao Pan Peng-shuai Wang Xin Tong Yang Liu Qi-Xing Huang 3DPC 38 15 0 14 Apr 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 15 1 0 11 Apr 2023
Graph Representation Learning for Interactive Biomolecule Systems Xinye Xiong Bingxin Zhou Yu Guang Wang AI4CE GNN 35 0 0 05 Apr 2023
Safety Analysis in the Era of Large Language Models: A Case Study of STPA using ChatGPT Yi Qi Xingyu Zhao Siddartha Khastgir Xiaowei Huang 24 14 0 03 Apr 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 23 2 0 10 Mar 2023
Attention Mechanism for Contrastive Learning in GAN-based Image-to-Image Translation Hanzhen Zhang Liguo Zhou Ruining Wang Alois C. Knoll 18 0 0 23 Feb 2023
A Novel Collaborative Self-Supervised Learning Method for Radiomic Data Zhiyuan Li Hailong Li Anca L. Ralescu Jonathan R. Dillman N. Parikh Lili He 35 7 0 20 Feb 2023
Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey from Precision to Interpretability Zhiqiang Zhong A. Barkova Davide Mottin 24 8 0 16 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 24 27 0 10 Feb 2023
ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification W. He Mingyue Cheng Qi Liu Zhi Li AI4TS 24 9 0 10 Feb 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 82 0 02 Feb 2023
Friend-training: Learning from Models of Different but Related Tasks Mian Zhang Lifeng Jin Linfeng Song Haitao Mi Xiabing Zhou Dong Yu VLM 19 0 0 31 Jan 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 31 0 0 29 Jan 2023
Unbiased and Efficient Self-Supervised Incremental Contrastive Learning Cheng Ji Jianxin Li Hao Peng Jia Wu Xingcheng Fu Qingyun Sun Phillip S. Yu SSL CLL 23 5 0 28 Jan 2023
Bayesian Self-Supervised Contrastive Learning B. Liu Bang-wei Wang Tianrui Li SSL BDL 23 4 0 27 Jan 2023
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem A. Akrim C. Gogu R. Vingerhoeds M. Salaün AI4CE 32 23 0 20 Jan 2023
Unsupervised Driving Event Discovery Based on Vehicle CAN-data Thomas Kreutz O. Esbel M. Mühlhäuser Alejandro Sánchez Guinea 14 1 0 12 Jan 2023
Generative-Contrastive Learning for Self-Supervised Latent Representations of 3D Shapes from Multi-Modal Euclidean Input Chengzhi Wu Julius Pfrommer Mingyuan Zhou Jürgen Beyerer SSL 12 5 0 11 Jan 2023
TrojanPuzzle: Covertly Poisoning Code-Suggestion Models H. Aghakhani Wei Dai Andre Manoel Xavier Fernandes Anant Kharkar Christopher Kruegel Giovanni Vigna David E. Evans B. Zorn Robert Sim SILM 21 33 0 06 Jan 2023
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning Emanuele Sansone Robin Manhaeve SSL 20 9 0 27 Dec 2022
Semi-supervised Fashion Compatibility Prediction by Color Distortion Prediction L. Xiao T. Yamasaki 29 0 0 27 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
Boosting Automatic COVID-19 Detection Performance with Self-Supervised Learning and Batch Knowledge Ensembling Guang Li Ren Togo Takahiro Ogawa Miki Haseyama SSL 35 8 0 19 Dec 2022
Coarse-to-Fine Contrastive Learning on Graphs Peiyao Zhao Yuangang Pan Xin Li Xu Chen Ivor W. Tsang L. Liao SSL 34 5 0 13 Dec 2022
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 31 73 0 09 Dec 2022
A Novel Semisupervised Contrastive Regression Framework for Forest Inventory Mapping with Multisensor Satellite Data Shaojia Ge Hong Gu W. Su Anne Lonnqvist O. Antropov 32 4 0 01 Dec 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 32 12 0 27 Nov 2022
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All-in-One Classifier Z. Zang Lei Shang Senqiao Yang Fei-Yue Wang Baigui Sun Xuansong Xie Stan Z. Li 19 14 0 21 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
Multilingual and Multimodal Topic Modelling with Pretrained Embeddings Elaine Zosa Lidia Pivovarova BDL 11 8 0 15 Nov 2022
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 28 71 0 13 Nov 2022
Self-Supervised Graph Structure Refinement for Graph Neural Networks Jianan Zhao Qianlong Wen Mingxuan Ju Chuxu Zhang Yanfang Ye 40 20 0 12 Nov 2022
A Survey of Knowledge Enhanced Pre-trained Language Models Linmei Hu Zeyi Liu Ziwang Zhao Lei Hou Liqiang Nie Juanzi Li KELM VLM 24 121 0 11 Nov 2022