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An Analysis of Unsupervised Pre-training in Light of Recent Advances

20 December 2014

Thomas S. Huang

Papers citing "An Analysis of Unsupervised Pre-training in Light of Recent Advances"

28 / 28 papers shown

Title
OscNet: Machine Learning on CMOS Oscillator Networks Wenxiao Cai Thomas H. Lee 124 2 0 11 Feb 2025
Understanding Optimal Feature Transfer via a Fine-Grained Bias-Variance Analysis Yufan Li Subhabrata Sen Ben Adlam MLT 175 1 0 18 Apr 2024
Examining the Effect of Pre-training on Time Series Classification Jiashu Pu Shiwei Zhao Ling Cheng Yongzhu Chang Runze Wu Tangjie Lv Rongsheng Zhang AI4TS 107 0 0 11 Sep 2023
Towards Contrastive Learning in Music Video Domain Karel Veldkamp Mariya Hendriksen Zoltán Szlávik Alexander Keijser SSL 51 2 0 01 Sep 2023
Generative Transfer Learning: Covid-19 Classification with a few Chest X-ray Images Suvarna Kadam V.G. Vaidya MedIm 49 1 0 10 Aug 2022
Deep transfer learning for image classification: a survey J. Plested Tom Gedeon OOD 75 39 0 20 May 2022
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 89 65 0 29 Jul 2021
Domain Adaptation for Facial Expression Classifier via Domain Discrimination and Gradient Reversal Kamill Akhmetov 23 1 0 02 Jun 2021
Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination Peng-Shuai Wang Yuqi Yang Qian-Fang Zou Zhirong Wu Yang Liu Xin Tong 3DPC 76 52 0 03 Aug 2020
Image Embedded Segmentation: Uniting Supervised and Unsupervised Objectives for Segmenting Histopathological Images Can Taylan C. Sokmensuer C. Gunduz-Demir 107 0 0 30 Jan 2020
Training Neural Networks with Local Error Signals Arild Nøkland L. Eidnes 105 228 0 20 Jan 2019
TextTopicNet - Self-Supervised Learning of Visual Features Through Embedding Images on Semantic Text Spaces Yash J. Patel L. G. I. Bigorda Raul Gomez Marçal Rusiñol Dimosthenis Karatzas C. V. Jawahar SSL 28 8 0 04 Jul 2018
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks Gaurav Yengera Didier Mutter J. Marescaux N. Padoy 86 72 0 22 May 2018
Channel-Recurrent Autoencoding for Image Modeling Wenling Shang Kihyuk Sohn Yuandong Tian DRL GAN 27 3 0 12 Jun 2017
Self-supervised learning of visual features through embedding images into text topic spaces L. G. I. Bigorda Yash J. Patel Marçal Rusiñol Dimosthenis Karatzas C. V. Jawahar SSL 72 124 0 24 May 2017
Efficient Convolutional Auto-Encoding via Random Convexification and Frequency-Domain Minimization Meshia Cédric Oveneke Mitchel Aliosha-Pérez Yong Zhao Dengyang Jiang Hichem Sahli 26 4 0 28 Nov 2016
Spatial contrasting for deep unsupervised learning Elad Hoffer Itay Hubara Nir Ailon SSL 84 3 0 21 Nov 2016
Unsupervised Pretraining for Sequence to Sequence Learning Prajit Ramachandran Peter J. Liu Quoc V. Le SSL AIMat 123 282 0 08 Nov 2016
Deep unsupervised learning through spatial contrasting Elad Hoffer Itay Hubara Nir Ailon SSL 88 22 0 02 Oct 2016
Recursive Autoconvolution for Unsupervised Learning of Convolutional Neural Networks Boris Knyazev Erhardt Barth T. Martinetz SSL 40 0 0 02 Jun 2016
Convolutional Clustering for Unsupervised Learning Aysegül Dündar Jonghoon Jin Eugenio Culurciello SSL 84 84 0 19 Nov 2015
Doctor AI: Predicting Clinical Events via Recurrent Neural Networks Edward Choi M. T. Bahadori A. Schuetz Walter F. Stewart Jimeng Sun 221 1,105 0 18 Nov 2015
Do Deep Neural Networks Learn Facial Action Units When Doing Expression Recognition? Pooya Khorrami T. Paine Thomas S. Huang CVBM 103 267 0 10 Oct 2015
Denoising without access to clean data using a partitioned autoencoder D. Stowell Richard Turner 50 16 0 20 Sep 2015
Stacked What-Where Auto-encoders Jiaqi Zhao Michaël Mathieu Ross Goroshin Yann LeCun DiffM BDL 125 258 0 08 Jun 2015
Self-Tuned Deep Super Resolution Zhangyang Wang Yingzhen Yang Zhaowen Wang Shiyu Chang Wei Han Jianchao Yang Thomas S. Huang SupR 79 69 0 22 Apr 2015
Real-World Font Recognition Using Deep Network and Domain Adaptation Zhangyang Wang Jianchao Yang Hailin Jin Eli Shechtman A. Agarwala Jonathan Brandt Thomas S. Huang OOD 46 8 0 31 Mar 2015
Decomposition-Based Domain Adaptation for Real-World Font Recognition Zhangyang Wang Jianchao Yang Hailin Jin Eli Shechtman A. Agarwala Jonathan Brandt Thomas S. Huang 33 1 0 18 Dec 2014