Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey

16 February 2019

Papers citing "Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey"

50 / 212 papers shown

Title
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee C. Miao Z. J. Wang 21 74 0 22 Mar 2022
Label-Free Explainability for Unsupervised Models Jonathan Crabbé M. Schaar FAtt MILM 19 22 0 03 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 29 106 0 02 Mar 2022
Adversarial Contrastive Self-Supervised Learning Wentao Zhu Hang Shang Tingxun Lv Chao Liao Sen Yang Ji Liu SSL 17 1 0 26 Feb 2022
Exploring Edge Disentanglement for Node Classification Tianxiang Zhao Xiang Zhang Suhang Wang 21 35 0 23 Feb 2022
Addressing Data Scarcity in Multimodal User State Recognition by Combining Semi-Supervised and Supervised Learning Hendric Voss H. Wersing S. Kopp 11 3 0 08 Feb 2022
Backdoor Defense via Decoupling the Training Process Kunzhe Huang Yiming Li Baoyuan Wu Zhan Qin Kui Ren AAML FedML 19 185 0 05 Feb 2022
Self Semi Supervised Neural Architecture Search for Semantic Segmentation Loïc Pauletto Massih-Reza Amini Nicolas Winckler SSL SSeg 21 1 0 29 Jan 2022
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification Soumitri Chattopadhyay Siladittya Manna Saumik Bhattacharya Umapada Pal 20 23 0 25 Jan 2022
Video Transformers: A Survey Javier Selva A. S. Johansen Sergio Escalera Kamal Nasrollahi T. Moeslund Albert Clapés ViT 22 103 0 16 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 31 6 0 04 Jan 2022
Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection Yu-xin Zhang Jindong Wang Yiqiang Chen Hanchao Yu Tao Qin AI4TS 23 54 0 03 Jan 2022
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning Yanqing Ma Carmine Ventre M. Polukarov NoLa 21 7 0 19 Dec 2021
Self-Supervised Dynamic Graph Representation Learning via Temporal Subgraph Contrast Linpu Jiang Ke-Jia Chen Jingqiang Chen SSL 21 10 0 16 Dec 2021
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification Lin Wan Qianyan Jing Zongyuan Sun Chuan Zhang Zhihang Li Yehansen Chen SSL 14 5 0 12 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 30 35 0 07 Dec 2021
A Tale of Color Variants: Representation and Self-Supervised Learning in Fashion E-Commerce U. Dutta Sandeep Repakula Maulik Parmar Abhinav Ravi OOD 20 3 0 06 Dec 2021
Malfustection: Obfuscated Malware Detection and Malware Classification with Data Shortage by Combining Semi-Supervised and Contrastive Learning Mohammad Mahdi Maghouli Mohamadreza Fereydooni M. Abdoos M. Vahidi-Asl AAML 17 3 0 18 Nov 2021
Fine-Grained Image Analysis with Deep Learning: A Survey Xiu-Shen Wei Yi-Zhe Song Oisin Mac Aodha Jianxin Wu Yuxin Peng Jinhui Tang Jian Yang Serge J. Belongie 66 279 0 11 Nov 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson H. Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 27 270 0 18 Oct 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science Charlotte Loh T. Christensen Rumen Dangovski Samuel Kim Marin Soljacic 24 16 0 15 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 80 27 0 06 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 22 645 0 05 Oct 2021
Structure-Preserving Image Super-Resolution Cheng Ma Yongming Rao Jiwen Lu Jie Zhou SupR 21 65 0 26 Sep 2021
Beyond Robustness: A Taxonomy of Approaches towards Resilient Multi-Robot Systems Amanda Prorok Matthew Malencia Luca Carlone Gaurav Sukhatme Brian M. Sadler Vijay R. Kumar 90 53 0 25 Sep 2021
Multi-view Contrastive Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks Marco Schreyer Timur Sattarov Damian Borth MLAU 18 15 0 23 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 32 175 0 17 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 77 11 0 15 Sep 2021
Re-entry Prediction for Online Conversations via Self-Supervised Learning Lingzhi Wang Xingshan Zeng Huang Hu Kam-Fai Wong Daxin Jiang 24 6 0 05 Sep 2021
Consistent Relative Confidence and Label-Free Model Selection for Convolutional Neural Networks B. Liu OOD 13 3 0 26 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Tsung-Yi Lin SSL 13 100 0 25 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 34 45 0 23 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta Massimiliano Mancini Zeynep Akata SSL 14 0 0 19 Aug 2021
Clustering augmented Self-Supervised Learning: Anapplication to Land Cover Mapping Rahul Ghosh X. Jia Chenxi Lin Zhenong Jin Vipin Kumar SSL 30 9 0 16 Aug 2021
Online unsupervised Learning for domain shift in COVID-19 CT scan datasets Nicolas Ewen N. Khan OOD 11 8 0 31 Jul 2021
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series Sindhu Tipirneni Chandan K. Reddy AI4TS 13 104 0 29 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 24 144 0 09 Jul 2021
A topological solution to object segmentation and tracking Thomas R. Tsao Doris Y. Tsao VOS 19 17 0 05 Jul 2021
A Survey on Deep Learning Technique for Video Segmentation Tianfei Zhou Fatih Porikli David J. Crandall Luc Van Gool Wenguan Wang VOS 20 231 0 02 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 17 163 0 29 Jun 2021
Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection Shucheng Li Fengyuan Xu Runchuan Wang Sheng Zhong GNN 10 21 0 18 Jun 2021
Conterfactual Generative Zero-Shot Semantic Segmentation Feihong Shen Jun Liu Ping Hu BDL 31 9 0 11 Jun 2021
Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction Chang Lu Chandan K. Reddy Yue Ning 22 26 0 09 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 93 33 0 03 Jun 2021
Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning Zixin Wen Yuanzhi Li SSL MLT 18 131 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 16 62 0 28 Apr 2021
Hop-Count Based Self-Supervised Anomaly Detection on Attributed Networks Tianjin Huang Yulong Pei Vlado Menkovski Mykola Pechenizkiy 25 32 0 16 Apr 2021
Object Priors for Classifying and Localizing Unseen Actions Pascal Mettes William Thong Cees G. M. Snoek 19 20 0 10 Apr 2021
Layer Reduction: Accelerating Conformer-Based Self-Supervised Model via Layer Consistency Jinchuan Tian Rongzhi Gu Helin Wang Yuexian Zou 21 0 0 08 Apr 2021