Boosting Self-Supervised Learning via Knowledge Transfer

1 May 2018

Papers citing "Boosting Self-Supervised Learning via Knowledge Transfer"

50 / 165 papers shown

Title
CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Shu Wu Liang Wang SSL GNN 30 28 0 03 Sep 2020
Adversarial Knowledge Transfer from Unlabeled Data Akash Gupta Yikang Shen S. Paul Jianming Zhang A. Roy-Chowdhury 13 0 0 13 Aug 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 11 116 0 01 Aug 2020
Self-Supervised Learning Across Domains S. Bucci A. DÍnnocente Yujun Liao Fabio Maria Carlucci Barbara Caputo Tatiana Tommasi SSL 34 73 0 24 Jul 2020
Reliable Label Bootstrapping for Semi-Supervised Learning Paul Albert Diego Ortego Eric Arazo Noel E. O'Connor Kevin McGuinness SSL 21 5 0 23 Jul 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 42 229 0 21 Jul 2020
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation Xing Tao Yuexiang Li Wenhui Zhou Kai Ma Yefeng Zheng 19 67 0 17 Jul 2020
Tackling the Problem of Limited Data and Annotations in Semantic Segmentation Ahmadreza Jeddi 19 0 0 14 Jul 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 46 184 0 18 Jun 2020
Self-supervised Learning on Graphs: Deep Insights and New Direction Wei Jin Tyler Derr Haochen Liu Yiqi Wang Suhang Wang Zitao Liu Jiliang Tang SSL 16 172 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 50 1,586 0 15 Jun 2020
Knowledge Distillation Meets Self-Supervision Guodong Xu Ziwei Liu Xiaoxiao Li Chen Change Loy FedML 37 280 0 12 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 19 2,851 0 09 Jun 2020
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study Biao Gao Yancheng Pan Chengkun Li Sibo Geng Huijing Zhao 3DPC 19 25 0 08 Jun 2020
Deepzzle: Solving Visual Jigsaw Puzzles with Deep Learning andShortest Path Optimization Marie-Morgane Paumard David Picard Hedi Tabia 17 42 0 26 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 50 523 0 25 May 2020
Sketch-BERT: Learning Sketch Bidirectional Encoder Representation from Transformers by Self-supervised Learning of Sketch Gestalt Hangyu Lin Yanwei Fu Yu-Gang Jiang Xiangyang Xue SSL 6 64 0 19 May 2020
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning Timo Milbich Karsten Roth Homanga Bharadhwaj Samarth Sinha Yoshua Bengio Bjorn Ommer Joseph Paul Cohen 29 66 0 28 Apr 2020
Self-Supervised Feature Extraction for 3D Axon Segmentation Tzofi Klinghoffer Peter Morales Young-Gyun Park Nicholas Evans Kwanghun Chung L. Brattain 3DPC 37 15 0 20 Apr 2020
Are we pretraining it right? Digging deeper into visio-linguistic pretraining Amanpreet Singh Vedanuj Goswami Devi Parikh VLM 40 48 0 19 Apr 2020
Self-Supervised Representation Learning on Document Images Adrian Cosma Mihai Ghidoveanu Michael Panaitescu-Liess Marius Popescu SSL 30 14 0 18 Apr 2020
Self-supervised Feature Learning by Cross-modality and Cross-view Correspondences Longlong Jing Yucheng Chen Ling Zhang Mingyi He Yingli Tian 3DPC SSL 14 34 0 13 Apr 2020
Models Genesis Zongwei Zhou V. Sodha Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm 21 27 0 09 Apr 2020
Review of Artificial Intelligence Techniques in Imaging Data Acquisition, Segmentation and Diagnosis for COVID-19 F. Shi Jun Wang Jun Shi Zi-xiang Wu Qian Wang Zhenyu Tang Kelei He Yinghuan Shi Dinggang Shen 39 1,053 0 06 Apr 2020
Steering Self-Supervised Feature Learning Beyond Local Pixel Statistics Simon Jenni Hailin Jin Paolo Favaro SSL 22 45 0 05 Apr 2020
Pose-guided Visible Part Matching for Occluded Person ReID Shang Gao Jingya Wang Huchuan Lu Zimo Liu 9 197 0 01 Apr 2020
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions Matheus Gadelha Aruni RoyChowdhury Gopal Sharma E. Kalogerakis Liangliang Cao Erik Learned-Miller Rui Wang Subhransu Maji 3DPC 26 45 0 30 Mar 2020
Weakly supervised discriminative feature learning with state information for person identification Hong-Xing Yu Wei-Shi Zheng 33 16 0 27 Feb 2020
A Multi-view Perspective of Self-supervised Learning Chuanxing Geng Zheng-Hua Tan Songcan Chen SSL 19 0 0 22 Feb 2020
A survey on Semi-, Self- and Unsupervised Learning for Image Classification Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 17 162 0 20 Feb 2020
Self-Supervised Joint Encoding of Motion and Appearance for First Person Action Recognition M. Planamente A. Bottino Barbara Caputo EgoV 23 3 0 10 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 28 41 0 03 Feb 2020
Improving Semantic Analysis on Point Clouds via Auxiliary Supervision of Local Geometric Priors Lulu Tang Ke Chen Chaozheng Wu Yu Hong Kui Jia Zhixin Yang 3DPC 26 24 0 14 Jan 2020
A simple baseline for domain adaptation using rotation prediction Ajinkya Tejankar Hamed Pirsiavash SSL 25 5 0 26 Dec 2019
Image Enhanced Rotation Prediction for Self-Supervised Learning Shin'ya Yamaguchi Sekitoshi Kanai Tetsuya Shioda Shoichiro Takeda 9 12 0 25 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 27 132 0 06 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra L. V. D. van der Maaten SSL VLM 39 1,446 0 04 Dec 2019
Towards Oracle Knowledge Distillation with Neural Architecture Search Minsoo Kang Jonghwan Mun Bohyung Han FedML 38 43 0 29 Nov 2019
Towards a Hypothesis on Visual Transformation based Self-Supervision Dipan K. Pal Sreena Nallamothu Marios Savvides 11 6 0 24 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 33 760 0 13 Nov 2019
A Novel Self-Supervised Re-labeling Approach for Training with Noisy Labels Devraj Mandal S. Bharadwaj Soma Biswas NoLa 12 20 0 13 Oct 2019
Learning to Generalize One Sample at a Time with Self-Supervision A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL OOD 14 4 0 09 Oct 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube Xinrui Zhuang Yuexiang Li Yifan Hu Kai Ma Yujiu Yang Yefeng Zheng SSL 29 149 0 05 Oct 2019
Information based Deep Clustering: An experimental study Jizong Peng Christian Desrosiers M. Pedersoli 27 1 0 03 Oct 2019
MIC: Mining Interclass Characteristics for Improved Metric Learning Karsten Roth Biagio Brattoli Bjorn Ommer 14 89 0 25 Sep 2019
Distributed Parameter Estimation in Randomized One-hidden-layer Neural Networks Yinsong Wang Shahin Shahrampour FedML 6 1 0 20 Sep 2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization Nader Asadi Amir M. Sarfi M. Hosseinzadeh Zahra Karimpour M. Eftekhari OOD SSL 27 24 0 18 Sep 2019
Metric-based Regularization and Temporal Ensemble for Multi-task Learning using Heterogeneous Unsupervised Tasks D. Kim Seung Hyun Lee B. Song 25 3 0 29 Aug 2019
Charting the Right Manifold: Manifold Mixup for Few-shot Learning Puneet Mangla M. Singh Abhishek Sinha Nupur Kumari V. Balasubramanian Balaji Krishnamurthy SSL 36 327 0 28 Jul 2019
S4L: Self-Supervised Semi-Supervised Learning Xiaohua Zhai Avital Oliver Alexander Kolesnikov Lucas Beyer SSL VLM 46 786 0 09 May 2019