Self-Supervised Representation Learning on Document Images

18 April 2020

Adrian Cosma

Mihai Ghidoveanu

Michael Panaitescu-Liess

Marius Popescu

SSL

ArXiv PDF HTML

Papers citing "Self-Supervised Representation Learning on Document Images"

40 / 40 papers shown

Title
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 173 4,395 0 07 Nov 2019
Multimodal deep networks for text and image-based document classification Nicolas Audebert Catherine Herold K. Slimani Cédric Vidal 45 97 0 15 Jul 2019
Rethinking Table Recognition using Graph Neural Networks S. Qasim Hassan Mahmood Faisal Shafait GNN LMTD 42 13 0 31 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 99 1,422 0 22 May 2019
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis Linda Studer Michele Alberti Vinaychandran Pondenkandath Pinar Goktepe Thomas Kolonko Andreas Fischer Marcus Liwicki Rolf Ingold VLM 108 52 0 22 May 2019
Unsupervised Pre-Training of Image Features on Non-Curated Data Mathilde Caron Piotr Bojanowski Julien Mairal Armand Joulin SSL 44 9 0 03 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 75 460 0 02 May 2019
Graph Convolution for Multimodal Information Extraction from Visually Rich Documents Xiaojing Liu Feiyu Gao Qiong Zhang Huasha Zhao 61 183 0 27 Mar 2019
TableBank: A Benchmark Dataset for Table Detection and Recognition Minghao Li Lei Cui Shaohan Huang Furu Wei M. Zhou Zhoujun Li LMTD 57 171 0 05 Mar 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 108 1,692 0 16 Feb 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 127 716 0 25 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.2K 93,936 0 11 Oct 2018
Unsupervised Learning via Meta-Learning Kyle Hsu Sergey Levine Chelsea Finn SSL OffRL 57 229 0 04 Oct 2018
Chargrid: Towards Understanding 2D Documents Anoop R. Katti C. Reisswig Cordula Guder Sebastian Brarda S. Bickel Johannes Höhne Jean Baptiste Faddoul 44 195 0 24 Sep 2018
A Survey on Deep Transfer Learning Chuanqi Tan F. Sun Tao Kong Wenchang Zhang Chao Yang Chunfang Liu 62 2,575 0 06 Aug 2018
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 24 8 0 04 Jul 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 144 1,319 0 23 May 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 272 293 0 01 May 2018
dhSegment: A generic deep-learning approach for document segmentation S. Oliveira Benoit Seguin F. Kaplan SSeg 49 172 0 27 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 210 3,272 0 21 Mar 2018
Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines Andreas Kölsch Muhammad Zeshan Afzal Markus Ebbecke Marcus Liwicki 39 74 0 03 Nov 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 69 631 0 25 Aug 2017
Analysis of Convolutional Neural Networks for Document Image Classification Chris Tensmeyer Tony R. Martinez 45 52 0 10 Aug 2017
Learning to Extract Semantic Structure from Documents Using Multimodal Fully Convolutional Neural Network Xiao Yang Ersin Yumer P. Asente Mike Kraley Daniel Kifer C. Lee Giles 56 230 0 07 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 53 124 0 24 May 2017
Unsupervised Learning by Predicting Noise Piotr Bojanowski Armand Joulin OOD SSL 53 295 0 18 Apr 2017
Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification Muhammad Zeshan Afzal Andreas Kölsch Sheraz Ahmed Marcus Liwicki 40 81 0 11 Apr 2017
DeepPermNet: Visual Permutation Learning Rodrigo Santa Cruz Basura Fernando A. Cherian Stephen Gould SSL 39 101 0 10 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 309 27,018 0 20 Mar 2017
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 96 675 0 30 Aug 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 145 2,973 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 120 3,527 0 28 Mar 2016
What is the right way to represent document images? G. Csurka Diane Larlus Albert Gordo Jon Almazán VLM 18 17 0 03 Mar 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 575 27,231 0 02 Dec 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 423 61,900 0 04 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 159 2,777 0 19 May 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 286 19,523 0 09 Mar 2015
Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval Adam W. Harley Alex Ufkes Konstantinos G. Derpanis 80 393 0 25 Feb 2015
Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks Alexey Dosovitskiy Philipp Fischer Jost Tobias Springenberg Martin Riedmiller Thomas Brox OOD SSL 80 1,018 0 26 Jun 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 315 33,445 0 16 Oct 2013