A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends

13 January 2023

Papers citing "A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends"

50 / 69 papers shown

Title
Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey Qian Xu Lei Zhang Y. Liu 19 0 0 10 May 2025
Breaking Annotation Barriers: Generalized Video Quality Assessment via Ranking-based Self-Supervision Linhan Cao Wei Sun Kaiwei Zhang Yicong Peng Guangtao Zhai Xiongkuo Min 47 0 0 06 May 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 15 0 0 03 May 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala S. Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 44 0 0 27 Apr 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology Elena Plekhanova Damien Robert Johannes Dollinger Emilia Arens Philipp Brun Jan Dirk Wegner Niklaus Zimmermann 19 0 0 25 Apr 2025
MSAD-Net: Multiscale and Spatial Attention-based Dense Network for Lung Cancer Classification Santanu Roy Shweta Singh Palak Sahu Ashvath Suresh Debashish Das 25 0 0 20 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 41 0 0 14 Apr 2025
JEPA4Rec: Learning Effective Language Representations for Sequential Recommendation via Joint Embedding Predictive Architecture Minh-Anh Nguyen Dung D.Le AI4TS 23 0 0 10 Apr 2025
Masked Scene Modeling: Narrowing the Gap Between Supervised and Self-Supervised Learning in 3D Scene Understanding Pedro Hermosilla Christian Stippel Leon Sick SSL 3DPC 74 0 0 09 Apr 2025
Unsupervised Acquisition of Discrete Grammatical Categories David Ph. Shakouri Crit Cremers Niels O. Schiller 35 0 0 24 Mar 2025
Elevating Visual Question Answering through Implicitly Learned Reasoning Pathways in LVLMs Liu Jing Amirul Rahman ReLM LRM 69 0 0 18 Mar 2025
Revisiting semi-supervised learning in the era of foundation models Ping Zhang Zheda Mai Quang-Huy Nguyen Wei-Lun Chao 50 0 0 12 Mar 2025
Leveraging Self-Supervised Learning Methods for Remote Screening of Subjects with Paroxysmal Atrial Fibrillation A. Atienza G. Manimaran S. Puthusserypady Helena Domínguez Peter K. Jacobsen J. Bardram 55 0 0 04 Mar 2025
General Reasoning Requires Learning to Reason from the Get-go Seungwook Han Jyothish Pari Samuel J. Gershman Pulkit Agrawal LRM 66 0 0 26 Feb 2025
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 72 0 0 25 Feb 2025
Mask-informed Deep Contrastive Incomplete Multi-view Clustering Zhenglai Li Yuqi Shi Xiao He Chang-Fu Tang 77 0 0 04 Feb 2025
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Sanghwan Kim Rui Xiao Mariana-Iuliana Georgescu Stephan Alaniz Zeynep Akata VLM 70 0 0 02 Dec 2024
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 70 0 0 25 Nov 2024
FRoundation: Are Foundation Models Ready for Face Recognition? Tahar Chettaoui Naser Damer Fadi Boutros CVBM 34 4 0 31 Oct 2024
SRA: A Novel Method to Improve Feature Embedding in Self-supervised Learning for Histopathological Images Hamid Manoochehri Bodong Zhang Beatrice S. Knudsen Tolga Tasdizen 21 0 0 23 Oct 2024
Self-Supervised Learning for Real-World Object Detection: a Survey Alina Ciocarlan Sidonie Lefebvre S. L. Hégarat-Mascle Arnaud Woiselle ObjD 19 0 0 09 Oct 2024
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Qianru Zhang Peng Yang Junliang Yu Haixin Wang Xingwei He S. Yiu Hongzhi Yin 28 0 0 03 Oct 2024
Forte : Finding Outliers with Representation Typicality Estimation Debargha Ganguly Warren Morningstar A. Yu Vipin Chaudhary OODD 21 0 0 02 Oct 2024
UniEmoX: Cross-modal Semantic-Guided Large-Scale Pretraining for Universal Scene Emotion Perception Chuang Chen X. Sun Zhi Liu 21 0 0 27 Sep 2024
Artificial Human Intelligence: The role of Humans in the Development of Next Generation AI Suayb S. Arslan 23 1 0 24 Sep 2024
Large Language Models are Strong Audio-Visual Speech Recognition Learners Umberto Cappellazzo Minsu Kim Honglie Chen Pingchuan Ma Stavros Petridis Daniele Falavigna Alessio Brutti Maja Pantic 31 9 0 18 Sep 2024
Deep Learning for Video Anomaly Detection: A Review Peng Wu Chengyu Pan Yuting Yan Guansong Pang Peng Wang Yanning Zhang VLM AI4TS 37 6 0 09 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 39 3 0 30 Aug 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 32 2 0 27 Aug 2024
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models Dibaloke Chanda Milan Aryal Nasim Yahya Soltani Masoud Ganji AI4CE VLM 34 7 0 23 Aug 2024
Uniting contrastive and generative learning for event sequences models Aleksandr Yugay Alexey Zaytsev AI4TS 29 1 0 19 Aug 2024
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning Erum Mushtaq D. Yaldiz Yavuz Faruk Bakman Jie Ding Chenyang Tao Dimitrios Dimitriadis A. Avestimehr CLL 21 1 0 16 Jul 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 21 0 0 18 Jun 2024
Contrastive Learning Via Equivariant Representation Sifan Song Jinfeng Wang Qiaochu Zhao Xiang Li Dufan Wu Angelos Stefanidis Jionglong Su S. Kevin Zhou Quanzheng Li 22 0 0 01 Jun 2024
Invisible Backdoor Attack against Self-supervised Learning Hanrong Zhang Zhenting Wang Tingxu Han Mingyu Jin Chenlu Zhan Mengnan Du Hongwei Wang Shiqing Ma Hongwei Wang Shiqing Ma AAML SSL 36 2 0 23 May 2024
Score-based Generative Priors Guided Model-driven Network for MRI Reconstruction Xiaoyu Qiao Weisheng Li Bin Xiao Yuping Huang Lijian Yang DiffM 20 3 0 05 May 2024
Tabular Data Contrastive Learning via Class-Conditioned and Feature-Correlation Based Augmentation Wei Cui Rasa Hosseinzadeh Junwei Ma Tongzi Wu Yi Sui Keyvan Golestan 11 0 0 26 Apr 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 46 4 0 24 Apr 2024
L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction Rachid Zeghlache Pierre-Henri Conze Mostafa EL HABIB DAHO Yi-Hsuan Li Alireza Rezaei ... Pascale Massin B. Cochener Ikram Brahim G. Quellec M. Lamard 24 0 0 24 Mar 2024
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence Penghai Zhao Xin Zhang Ming-Ming Cheng Jian Yang Xiang Li 21 1 0 20 Feb 2024
Spatial Structure Constraints for Weakly Supervised Semantic Segmentation Tao Chen Yazhou Yao Xing-Rui Huang Zechao Li Liqiang Nie Jinhui Tang 13 15 0 20 Jan 2024
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie M. Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 52 0 0 15 Jan 2024
Visual Point Cloud Forecasting enables Scalable Autonomous Driving Zetong Yang Li Chen Yanan Sun Hongyang Li 3DPC 20 40 0 29 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 23 0 0 01 Dec 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 109 97 0 16 Jun 2023
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank Q. Garrido Randall Balestriero Laurent Najman Yann LeCun SSL 39 71 0 05 Oct 2022
MimCo: Masked Image Modeling Pre-training with Contrastive Teacher Qiang-feng Zhou Chaohui Yu Haowen Luo Zhibin Wang Hao Li VLM 54 20 0 07 Sep 2022
Reading and Writing: Discriminative and Generative Modeling for Self-Supervised Text Recognition Mingkun Yang Minghui Liao Pu Lu Jing Wang Shenggao Zhu Hualin Luo Qingzhen Tian X. Bai SSL 27 55 0 01 Jul 2022
Contrastive Learning Rivals Masked Image Modeling in Fine-tuning via Feature Distillation Yixuan Wei Han Hu Zhenda Xie Zheng-Wei Zhang Yue Cao Jianmin Bao Dong Chen B. Guo CLIP 78 123 0 27 May 2022
Revealing the Dark Secrets of Masked Image Modeling Zhenda Xie Zigang Geng Jingcheng Hu Zheng-Wei Zhang Han Hu Yue Cao VLM 186 105 0 26 May 2022