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
Pseudo-supervised Deep Subspace Clustering Juncheng Lv Zhao Kang Xiao Lu Zenglin Xu 27 110 0 08 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 20 11 0 07 Apr 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting A. Bhunia Pinaki Nath Chowdhury Yongxin Yang Timothy M. Hospedales Tao Xiang Yi-Zhe Song SSL 15 59 0 25 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 24 9 0 23 Mar 2021
Uncertainty-Aware Self-Supervised Learning of Spatial Perception Tasks Mirko Nava Antonio Paolillo Jérôme Guzzi L. Gambardella Alessandro Giusti SSL 16 15 0 22 Mar 2021
Dementia Severity Classification under Small Sample Size and Weak Supervision in Thick Slice MRI Reza Shirkavand Sana Ayromlou Soroush Farghadani M. Tahaei Fattane Pourakpour Bahareh Siahlou Z. Khodakarami M. Rohban M. Fatehi Hamid R. Rabiee 28 1 0 18 Mar 2021
Is it enough to optimize CNN architectures on ImageNet? Lukas Tuggener Jürgen Schmidhuber Thilo Stadelmann 25 23 0 16 Mar 2021
PhotoApp: Photorealistic Appearance Editing of Head Portraits R. MallikarjunB. A. Tewari Abdallah Dib Tim Weyrich Bernd Bickel ... Hanspeter Pfister Wojciech Matusik Louis Chevallier Mohamed A. Elgharib Christian Theobalt DiffM 3DH 19 6 0 13 Mar 2021
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and Articles Jevgenij Gamper Nasir M. Rajpoot 13 60 0 08 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 36 478 0 08 Mar 2021
Self-supervised Geometric Perception Heng Yang W. Dong Luca Carlone V. Koltun 19 36 0 04 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 48 980 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 54 1,169 0 02 Mar 2021
Self-Supervised Multi-View Learning via Auto-Encoding 3D Transformations Xiang Gao Wei Hu Guo-Jun Qi 24 6 0 01 Mar 2021
LogME: Practical Assessment of Pre-trained Models for Transfer Learning Kaichao You Yong Liu Jianmin Wang Mingsheng Long 16 178 0 22 Feb 2021
Self-Taught Semi-Supervised Anomaly Detection on Upper Limb X-rays A. Spahr Behzad Bozorgtabar Jean-Philippe Thiran 11 16 0 19 Feb 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 19 13 0 15 Feb 2021
RODNet: A Real-Time Radar Object Detection Network Cross-Supervised by Camera-Radar Fused Object 3D Localization Yizhou Wang Zhongyu Jiang Yudong Li Jenq-Neng Hwang Guanbin Xing Hui Liu 31 158 0 09 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 19 109 0 07 Feb 2021
Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond Risheng Liu Jiaxin Gao Jin Zhang Deyu Meng Zhouchen Lin AI4CE 43 221 0 27 Jan 2021
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning Zhaowei Cai Avinash Ravichandran Subhransu Maji Charless C. Fowlkes Z. Tu Stefano Soatto 34 118 0 21 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,428 0 04 Jan 2021
Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning Ying Bi Bing Xue Mengjie Zhang 16 24 0 17 Dec 2020
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Jian Liang Dapeng Hu Yunbo Wang R. He Jiashi Feng 140 250 0 14 Dec 2020
Reflective-Net: Learning from Explanations Johannes Schneider Michalis Vlachos FAtt OffRL LRM 52 18 0 27 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 30 274 0 26 Nov 2020
Targeted Self Supervision for Classification on a Small COVID-19 CT Scan Dataset Nicolas Ewen N. Khan 6 28 0 20 Nov 2020
Augmenting Organizational Decision-Making with Deep Learning Algorithms: Principles, Promises, and Challenges Y. Shrestha Vaibhav Krishna G. Krogh 29 165 0 02 Nov 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 20 13 0 27 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 104 80 0 13 Oct 2020
Conditional Generative Modeling via Learning the Latent Space Sameera Ramasinghe Kanchana Ranasinghe Salman Khan Nick Barnes Stephen Gould BDL 29 9 0 07 Oct 2020
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples Chao Tao Ji Qi Weipeng Lu Hao Wang Haifeng Li SSL 13 100 0 02 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 38 35 0 01 Oct 2020
Sub-graph Contrast for Scalable Self-Supervised Graph Representation Learning Yizhu Jiao Yun Xiong Jiawei Zhang Yao Zhang Tianqi Zhang Yangyong Zhu SSL 19 167 0 22 Sep 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 16 164 0 12 Aug 2020
Cross-modal Center Loss Longlong Jing Elahe Vahdani Jiaxing Tan Yingli Tian 3DPC 10 4 0 08 Aug 2020
Assisting Scene Graph Generation with Self-Supervision Sandeep Inuganti V. Balasubramanian SSL 11 7 0 08 Aug 2020
Learning from Few Samples: A Survey Nihar Bendre Hugo Terashima-Marín Peyman Najafirad VLM BDL 24 54 0 30 Jul 2020
Auxiliary Learning by Implicit Differentiation Aviv Navon Idan Achituve Haggai Maron Gal Chechik Ethan Fetaya 23 59 0 22 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat F. Khan M. Shah SSL 26 91 0 17 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 31 1,586 0 15 Jun 2020
An Overview of Deep Semi-Supervised Learning Yassine Ouali C´eline Hudelot Myriam Tami SSL HAI 19 294 0 09 Jun 2020
Auxiliary Signal-Guided Knowledge Encoder-Decoder for Medical Report Generation Mingjie Li Fuyu Wang Xiaojun Chang Xiaodan Liang MedIm 18 101 0 06 Jun 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation Yizhe Zhu Martin Renqiang Min Asim Kadav H. Graf CoGe DRL 13 95 0 23 May 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 17 136 0 31 Mar 2020
A Close Look at Deep Learning with Small Data Lorenzo Brigato Luca Iocchi 11 139 0 28 Mar 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 23 100 0 15 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 24 81 0 02 Jan 2020
AeroRIT: A New Scene for Hyperspectral Image Analysis Aneesh Rangnekar Nilay Mokashi Emmett Ientilucci Christopher Kanan Matthew J. Hoffman SSeg 14 34 0 17 Dec 2019
Biometrics Recognition Using Deep Learning: A Survey Shervin Minaee AmirAli Abdolrashidi Hang Su Bennamoun David C. Zhang 8 84 0 30 Nov 2019