PICK: Processing Key Information Extraction from Documents using Improved Graph Learning-Convolutional Networks

• Published in: 2020 25th International Conference on Pattern Recognition (ICPR) pp. 4363 - 4370
• Main Authors: Yu, Wenwen, Lu, Ning, Qi, Xianbiao, Gong, Ping, Xiao, Rong
• Format: Conference Proceeding
• Language: English
• Published: IEEE 10.01.2021
• Subjects: Deep learning; Feature extraction; Information retrieval; Layout; Semantics; Text recognition; Visualization

Computer vision with state-of-the-art deep learning models has achieved huge success in the field of Optical Character Recognition (OCR) including text detection and recognition tasks recently. However, Key Information Extraction (KIE) from documents as the downstream task of OCR, having a large num...