Document Image Binarization with Fully Convolutional Neural Networks

10 August 2017

Papers citing "Document Image Binarization with Fully Convolutional Neural Networks"

31 / 31 papers shown

Title
Adaptive Multi Scale Document Binarisation Using Vision Mamba Mohd. Azfar Siddhant Bharadwaj Ashwin Sasikumar Mamba 24 0 0 30 Oct 2024
Efficient GANs for Document Image Binarization Based on DWT and Normalization Rui-Yang Ju KokSheik Wong Jen-Shiun Chiang 56 0 0 05 Jul 2024
Leveraging Semantic Segmentation Masks with Embeddings for Fine-Grained Form Classification Taylor Archibald Tony R. Martinez AI4TS 57 0 0 23 May 2024
DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks Jiaxin Zhang Dezhi Peng Chongyu Liu Peirong Zhang Lianwen Jin VLM 80 13 0 07 May 2024
DELINE8K: A Synthetic Data Pipeline for the Semantic Segmentation of Historical Documents Taylor Archibald Tony R. Martinez 46 1 0 30 Apr 2024
Binarizing Documents by Leveraging both Space and Frequency Fabio Quattrini Vittorio Pippi S. Cascianelli Rita Cucchiara ViT 62 1 0 26 Apr 2024
A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image Enhancement Risab Biswas Swalpa Kumar Roy Umapada Pal ViT 26 1 0 06 Dec 2023
DocBinFormer: A Two-Level Transformer Network for Effective Document Image Binarization Risab Biswas Swalpa Kumar Roy Ning Wang Umapada Pal Guang-Bin Huang ViT 29 1 0 06 Dec 2023
DocStormer: Revitalizing Multi-Degraded Colored Document Images to Pristine PDF Chaowei Liu Jichun Li Yihua Teng Chaoqun Wang Nuo Xu Jihao Wu Dandan Tu 60 3 0 27 Oct 2023
Volumetric Fast Fourier Convolution for Detecting Ink on the Carbonized Herculaneum Papyri Fabio Quattrini Vittorio Pippi S. Cascianelli Rita Cucchiara 90 2 0 09 Aug 2023
CCDWT-GAN: Generative Adversarial Networks Based on Color Channel Using Discrete Wavelet Transform for Document Image Binarization Ruikang Ju Yu-Shian Lin Jen-Shiun Chiang Chih-Chia Chen Wei-Han Chen Chun-Tse Chien 35 3 0 27 May 2023
GDB: Gated convolutions-based Document Binarization Zongyuan Yang Yongping Xiong Guibin Wu 49 8 0 04 Feb 2023
Three-stage binarization of color document images based on discrete wavelet transform and generative adversarial networks Ruikang Ju Yu-Shian Lin Ting-Yu Lin Chih-Chia Chen Chun-Tse Chien Jen-Shiun Chiang 50 8 0 29 Nov 2022
Variational Augmentation for Enhancing Historical Document Image Binarization Avirup Dey N. Das M. Nasipuri 46 2 0 12 Nov 2022
Document Image Binarization in JPEG Compressed Domain using Dual Discriminator Generative Adversarial Networks B. Rajesh Manavi Agrawal Milan Bhuva Kisalaya Kishore M. Javed GAN 42 0 0 13 Sep 2022
DocEnTr: An End-to-End Document Image Enhancement Transformer Mohamed Ali Souibgui Sanket Biswas Sana Khamekhem Jemni Yousri Kessentini Alicia Fornés Josep Lladós Umapada Pal ViT 119 47 0 25 Jan 2022
A Survey on Deep learning based Document Image Enhancement Zahra Anvari V. Athitsos 49 8 0 06 Dec 2021
Light-weight Document Image Cleanup using Perceptual Loss Soumyadeep Dey Pratik Jawanpuria 61 9 0 19 May 2021
LS-HDIB: A Large Scale Handwritten Document Image Binarization Dataset Kaustubh Sadekar Ashish Tiwari Prajwal Singh Shanmuganathan Raman 41 2 0 27 Jan 2021
Two-stage generative adversarial networks for document image binarization with color noise and background removal Sungho Suh Jihun Kim P. Lukowicz Y. Lee GAN 49 15 0 20 Oct 2020
DE-GAN: A Conditional Generative Adversarial Network for Document Enhancement Mohamed Ali Souibgui Yousri Kessentini GAN 58 108 0 17 Oct 2020
Novel and Effective CNN-Based Binarization for Historically Degraded As-built Drawing Maps K. Chung De-Wei Hsieh 13 1 0 11 Sep 2020
A Generalization of Otsu's Method and Minimum Error Thresholding Jonathan T. Barron 71 28 0 14 Jul 2020
UDBNET: Unsupervised Document Binarization Network via Adversarial Game Amandeep Kumar S. Ghose Pinaki Nath Chowdhury P. Roy Umapada Pal 100 12 0 14 Jul 2020
BiNet: Degraded-Manuscript Binarization in Diverse Document Textures and Layouts using Deep Encoder-Decoder Networks Maruf A. Dhali Jan Willem de Wit Lambert Schomaker 28 15 0 13 Nov 2019
DeepErase: Weakly Supervised Ink Artifact Removal in Document Text Images Wenjie Huang Yike Qi Qianqian Li Jonathan Degange 21 6 0 15 Oct 2019
Improving Document Binarization via Adversarial Noise-Texture Augmentation A. Bhunia A. Bhunia Aneeshan Sain P. Roy 51 29 0 25 Oct 2018
Chargrid: Towards Understanding 2D Documents Anoop R. Katti C. Reisswig Cordula Guder Sebastian Brarda S. Bickel Johannes Höhne Jean Baptiste Faddoul 76 195 0 24 Sep 2018
Recognizing Challenging Handwritten Annotations with Fully Convolutional Networks Andreas Kölsch Ashutosh Mishra Saurabh Varshneya Muhammad Zeshan Afzal Marcus Liwicki 44 18 0 01 Apr 2018
PDNet: Semantic Segmentation integrated with a Primal-Dual Network for Document binarization K. R. Ayyalasomayajula F. Malmberg Anders Brun 45 29 0 26 Jan 2018
PageNet: Page Boundary Extraction in Historical Handwritten Documents Chris Tensmeyer Brian L. Davis Curtis Wigington Iain Lee W. Barrett 53 17 0 05 Sep 2017