Self-Supervised Learning for Videos: A Survey

18 June 2022

Madeline Chantry Schiappa

Papers citing "Self-Supervised Learning for Videos: A Survey"

50 / 81 papers shown

Title
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Y. S. Rawat SSL 100 0 0 08 Apr 2025
Test-Time Alignment for Tracking User Interest Shifts in Sequential Recommendation Changshuo Zhang Xiao Zhang Teng Shi Jun Xu Ji-Rong Wen 35 3 0 02 Apr 2025
SAVeD: Learning to Denoise Low-SNR Video for Improved Downstream Performance Suzanne Stathatos Michael Hobley Markus Marks Pietro Perona 27 0 0 31 Mar 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 84 0 0 10 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
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 35 0 0 28 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 95 16 0 17 Jan 2025
Human Activity Recognition in an Open World D. Prijatelj Samuel Grieggs Jin Huang Dawei Du Ameya Shringi Christopher Funk Adam Kaufman Eric Robertson Walter J. Scheirer University of Notre Dame 58 3 0 17 Jan 2025
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan M. Fiaz Alham Fikri Aji Hisham Cholakkal VLM 76 0 0 28 Nov 2024
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining Ming Hu Kun Yuan Yaling Shen Feilong Tang Xiaohao Xu ... Jin Ye N. Padoy Nassir Navab Junjun He Zongyuan Ge VLM CLIP 85 10 0 23 Nov 2024
KDC-MAE: Knowledge Distilled Contrastive Mask Auto-Encoder Maheswar Bora Saurabh Atreya Aritra Mukherjee Abhijit Das 71 0 0 19 Nov 2024
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive Learning Wei Chen Meng Yuan Zhao Zhang Ruobing Xie Fuzhen Zhuang Deqing Wang Rui Liu 16 0 0 23 Oct 2024
The ParlaSpeech Collection of Automatically Generated Speech and Text Datasets from Parliamentary Proceedings Nikola Ljubesic Peter Rupnik Danijel Koržinek 24 0 0 23 Sep 2024
Self-supervised Learning for Acoustic Few-Shot Classification Jingyong Liang Bernd Meyer Issac Ning Lee Thanh-Toan Do SSL 33 0 0 15 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
Symmetric Graph Contrastive Learning against Noisy Views for Recommendation Chu Zhao Enneng Yang Yuliang Liang Jianzhe Zhao Guibing Guo Xingwei Wang 18 1 0 03 Aug 2024
How Effective are Self-Supervised Models for Contact Identification in Videos Omri Herscovici Limalka Sadith Liel David Daniel Harari Muhammad Haris Khan 21 0 0 01 Aug 2024
Leveraging Self-Supervised Learning for Fetal Cardiac Planes Classification using Ultrasound Scan Videos Joseph Geo Benjamin Mothilal Asokan Amna Alhosani Hussain Alasmawi Werner Gerhard Diehl Leanne Bricker Karthik Nandakumar Mohammad Yaqub 24 0 0 31 Jul 2024
Self-Supervised Video Representation Learning in a Heuristic Decoupled Perspective Zeen Song Jingyao Wang Jianqi Zhang Changwen Zheng Wenwen Qiang SSL 43 0 0 19 Jul 2024
Strategies for Pretraining Neural Operators Anthony Y. Zhou Cooper Lorsung AmirPouya Hemmasian Amir Barati Farimani AI4CE 34 4 0 12 Jun 2024
Video-Language Understanding: A Survey from Model Architecture, Model Training, and Data Perspectives Thong Nguyen Yi Bin Junbin Xiao Leigang Qu Yicong Li Jay Zhangjie Wu Cong-Duy Nguyen See-Kiong Ng Luu Anh Tuan VLM 34 9 1 09 Jun 2024
From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems Jianliang He Siyu Chen Fengzhuo Zhang Zhuoran Yang LM&Ro LLMAG 38 2 0 30 May 2024
AltChart: Enhancing VLM-based Chart Summarization Through Multi-Pretext Tasks Omar Moured Jiaming Zhang M. Sarfraz Rainer Stiefelhagen 21 1 0 22 May 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 40 12 0 20 May 2024
A review on discriminative self-supervised learning methods Nikolaos Giakoumoglou Tania Stathaki SSL 36 0 0 08 May 2024
Self-supervised visual learning in the low-data regime: a comparative evaluation Sotirios Konstantakos Despina Ioanna Chalkiadaki Ioannis Mademlis Yuki M. Asano E. Gavves Georgios Th. Papadopoulos 21 6 0 26 Apr 2024
Multi-Task Multi-Modal Self-Supervised Learning for Facial Expression Recognition Marah Halawa Florian Blume Pia Bideau Martin Maier Rasha Abdel Rahman Olaf Hellwich CVBM 31 1 0 16 Apr 2024
MV2MAE: Multi-View Video Masked Autoencoders Ketul Shah Robert Crandall Jie Xu Peng Zhou Marian George Mayank Bansal Rama Chellappa 15 0 0 29 Jan 2024
A Hierarchical Framework with Spatio-Temporal Consistency Learning for Emergence Detection in Complex Adaptive Systems Siyuan Chen Xin Du Jiahai Wang 35 0 0 18 Jan 2024
CCFC: Bridging Federated Clustering and Contrastive Learning Jie Yan Jing Liu Zhonghan Zhang FedML 21 3 0 12 Jan 2024
MERBench: A Unified Evaluation Benchmark for Multimodal Emotion Recognition Zheng Lian Licai Sun Yong Ren Hao Gu Haiyang Sun Lan Chen Bin Liu Jianhua Tao 11 12 0 07 Jan 2024
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge 79 46 0 18 Dec 2023
A novel dual-stream time-frequency contrastive pretext tasks framework for sleep stage classification Sergio Kazatzidis S. Mehrkanoon AI4TS 8 1 0 15 Dec 2023
Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking Shengsheng Qian Yifei Wang Dizhan Xue Shengjie Zhang Huaiwen Zhang Changsheng Xu AAML 27 1 0 13 Dec 2023
Semi-supervised Active Learning for Video Action Detection Aayush Singh A. J. Rana Akash Kumar Shruti Vyas Y. S. Rawat 20 7 0 12 Dec 2023
A Review of Machine Learning Methods Applied to Video Analysis Systems Marios S. Pattichis Venkatesh Jatla Alvaro E. Ullao Cerna 11 2 0 08 Dec 2023
Multi-entity Video Transformers for Fine-Grained Video Representation Learning Matthew Walmer Rose Kanjirathinkal Kai Sheng Tai Keyur Muzumdar Taipeng Tian Abhinav Shrivastava ViT 11 0 0 17 Nov 2023
Rethinking Samples Selection for Contrastive Learning: Mining of Potential Samples Hengkui Dong Xianzhong Long Yun Li 22 2 0 01 Nov 2023
Prompt Me Up: Unleashing the Power of Alignments for Multimodal Entity and Relation Extraction Xuming Hu Junzhe Chen Aiwei Liu Shiao Meng Lijie Wen Philip S. Yu 28 16 0 25 Oct 2023
Remote Heart Rate Monitoring in Smart Environments from Videos with Self-supervised Pre-training Divij Gupta Ali Etemad 11 2 0 23 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 2023
An Investigation of Representation and Allocation Harms in Contrastive Learning Subha Maity Mayank Agarwal Mikhail Yurochkin Yuekai Sun 22 0 0 02 Oct 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space Models Kleanthis Avramidis Dominika Kunc Bartosz Perz Kranti Adsul Tiantian Feng Przemyslaw Kazienko Stanisław Saganowski Shrikanth Narayanan AI4TS 17 3 0 26 Sep 2023
Unleash Model Potential: Bootstrapped Meta Self-supervised Learning Jingyao Wang Zeen Song Wenwen Qiang Changwen Zheng SSL 6 1 0 28 Aug 2023
Stable and Causal Inference for Discriminative Self-supervised Deep Visual Representations Yuewei Yang Hai Helen Li Yiran Chen CML OOD 17 1 0 16 Aug 2023
Temporal DINO: A Self-supervised Video Strategy to Enhance Action Prediction Izzeddin Teeti Rongali Sai Bhargav Vivek Singh Andrew Bradley Biplab Banerjee Fabio Cuzzolin 19 1 0 08 Aug 2023
Noisy Self-Training with Data Augmentations for Offensive and Hate Speech Detection Tasks João A. Leite Carolina Scarton D. F. Silva 16 0 0 31 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 18 12 0 20 Jul 2023
A Large-Scale Analysis on Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Y. S. Rawat SSL 14 3 0 09 Jun 2023
Learning Fine-grained View-Invariant Representations from Unpaired Ego-Exo Videos via Temporal Alignment Zihui Xue Kristen Grauman EgoV 14 30 0 08 Jun 2023