Boosting Self-Supervised Learning via Knowledge Transfer

1 May 2018

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

50 / 165 papers shown

Title
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 44 55 0 13 Jun 2022
Online Deep Clustering with Video Track Consistency Alessandra Alfani Federico Becattini Lorenzo Seidenari A. Bimbo 31 0 0 07 Jun 2022
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery Dimitrios Mallis Enrique Sanchez Matt Bell Georgios Tzimiropoulos SSL 3DPC 43 6 0 31 May 2022
Relation-guided acoustic scene classification aided with event embeddings Yuanbo Hou Bo Kang Wout Van Hauwermeiren Dick Botteldooren 24 16 0 01 May 2022
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation Haiyang Huang Zhi Chen Cynthia Rudin 72 13 0 22 Apr 2022
Learning Downstream Task by Selectively Capturing Complementary Knowledge from Multiple Self-supervisedly Learning Pretexts Jiayu Yao Qingyuan Wu Quan Feng Songcan Chen SSL 32 1 0 11 Apr 2022
Reinforcement-based frugal learning for satellite image change detection Sebastien Deschamps H. Sahbi 30 1 0 22 Mar 2022
Frugal Learning of Virtual Exemplars for Label-Efficient Satellite Image Change Detection H. Sahbi Sebastien Deschamps 33 0 0 22 Mar 2022
Model Inversion Attack against Transfer Learning: Inverting a Model without Accessing It Dayong Ye Huiqiang Chen Shuai Zhou Tianqing Zhu Wanlei Zhou S. Ji MIACV 22 6 0 13 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 40 106 0 02 Mar 2022
SimReg: Regression as a Simple Yet Effective Tool for Self-supervised Knowledge Distillation K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash 21 19 0 13 Jan 2022
Multi-Variant Consistency based Self-supervised Learning for Robust Automatic Speech Recognition Changfeng Gao Gaofeng Cheng Pengyuan Zhang 25 4 0 23 Dec 2021
Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation Bichen Wu Rui Cheng Peizhao Zhang Tianren Gao Peter Vajda Joseph E. Gonzalez VLM 22 45 0 17 Dec 2021
Boosting Contrastive Learning with Relation Knowledge Distillation Kai Zheng Yuanjiang Wang Ye Yuan SSL 13 13 0 08 Dec 2021
Auxiliary Learning for Self-Supervised Video Representation via Similarity-based Knowledge Distillation Amirhossein Dadashzadeh Alan Whone Majid Mirmehdi SSL 24 4 0 07 Dec 2021
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 26 22 0 01 Dec 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 30 6 0 04 Nov 2021
MTGLS: Multi-Task Gaze Estimation with Limited Supervision Abdulaziz Shamsah Munawar Hayat Seth Hutchinson Jarrod Knibbe CVBM 43 21 0 23 Oct 2021
Self-Supervised Visual Representation Learning Using Lightweight Architectures Prathamesh Sonawane Sparsh Drolia Saqib Nizam Shamsi Bhargav Jain SSL 17 1 0 21 Oct 2021
Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels with Overclustering and Inverse Cross-Entropy Lars Schmarje Johannes Brunger M. Santarossa Simon-Martin Schroder R. Kiko Reinhard Koch 47 17 0 13 Oct 2021
Active learning for interactive satellite image change detection H. Sahbi Sebastien Deschamps Andrei Stoian 42 6 0 08 Oct 2021
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene Huy Q. Vo Tuong Khanh Long Do Vinson Pham Duy V.M. Nguyen An T. Duong Quang-Dieu Tran 17 3 0 07 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 38 12 0 31 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 33 0 0 20 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta Massimiliano Mancini Zeynep Akata SSL 22 0 0 19 Aug 2021
Multi-Target Domain Adaptation with Collaborative Consistency Learning Takashi Isobe Xu Jia Shuaijun Chen Jianzhong He Yongjie Shi Jian-zhuo Liu Huchuan Lu Shengjin Wang 30 84 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 38 84 0 06 Jun 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 30 93 0 15 May 2021
Motion-Augmented Self-Training for Video Recognition at Smaller Scale Kirill Gavrilyuk Mihir Jain I. Karmanov Cees G. M. Snoek 18 21 0 04 May 2021
3D Human Action Representation Learning via Cross-View Consistency Pursuit Linguo Li Minsi Wang Bingbing Ni Hang Wang Jiancheng Yang Wenjun Zhang 141 156 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 368 5,811 0 29 Apr 2021
Hop-Count Based Self-Supervised Anomaly Detection on Attributed Networks Tianjin Huang Yulong Pei Vlado Menkovski Mykola Pechenizkiy 30 32 0 16 Apr 2021
Self-supervised Motion Learning from Static Images Ziyuan Huang Shiwei Zhang Jianwen Jiang Mingqian Tang Rong Jin M. Ang SSL 16 29 0 01 Apr 2021
Can Vision Transformers Learn without Natural Images? Kodai Nakashima Hirokatsu Kataoka Asato Matsumoto K. Iwata Nakamasa Inoue ViT 28 34 0 24 Mar 2021
Beyond Self-Supervision: A Simple Yet Effective Network Distillation Alternative to Improve Backbones Cheng Cui Ruoyu Guo Yuning Du Dongliang He Fu Li ... Jizhou Huang Xiaoguang Hu Dianhai Yu Errui Ding Yanjun Ma 19 17 0 10 Mar 2021
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Jizong Peng M. Pedersoli Christian Desrosiers SSL 19 21 0 08 Mar 2021
Self-Supervised Multi-View Learning via Auto-Encoding 3D Transformations Xiang Gao Wei Hu Guo-Jun Qi 32 6 0 01 Mar 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 32 13 0 15 Feb 2021
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning Yu Liu Lianghua Huang Pan Pan Bin Wang Yinghui Xu Rong Jin SSL 25 3 0 09 Feb 2021
Pre-training without Natural Images Hirokatsu Kataoka Kazushige Okayasu Asato Matsumoto Eisuke Yamagata Ryosuke Yamada Nakamasa Inoue Akio Nakamura Y. Satoh 81 117 0 21 Jan 2021
ISD: Self-Supervised Learning by Iterative Similarity Distillation Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 27 44 0 16 Dec 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 14 13 0 19 Nov 2020
Learning a Geometric Representation for Data-Efficient Depth Estimation via Gradient Field and Contrastive Loss D. Shim H. J. Kim SSL MDE 14 1 0 06 Nov 2020
Learning Visual Representations for Transfer Learning by Suppressing Texture Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Janit Anjaria Jonghyun Choi Abhinav Shrivastava Abhishek Sharma David Jacobs SSL 39 11 0 03 Nov 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 23 89 0 28 Oct 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 33 13 0 27 Oct 2020
i-Mix: A Domain-Agnostic Strategy for Contrastive Representation Learning Kibok Lee Yian Zhu Kihyuk Sohn Chun-Liang Li Jinwoo Shin Honglak Lee SSL 33 26 0 17 Oct 2020
MS $^2$ L: Multi-Task Self-Supervised Learning for Skeleton Based Action Recognition Lilang Lin Sijie Song Wenhan Yang Jiaying Liu SSL 24 194 0 12 Oct 2020
Improving colonoscopy lesion classification using semi-supervised deep learning M. Golhar Taylor L. Bobrow M. Khoshknab S. Jit S. Ngamruengphong Nicholas J. Durr SSL 16 16 0 07 Sep 2020
A Survey on Machine Learning from Few Samples Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 16 47 0 06 Sep 2020