Deep Learning for Information Fusion and Pattern Recognition

Deep_Learning_for_Information_Fusion_and_Pattern_Recognition.jpg

Dublin Core

Title

Deep Learning for Information Fusion and Pattern Recognition

Subject

Oncology
Mathematics and Science

Description

There is a large amount of data from different types of sensors, for instance, multispectral electro-optical/infrared (EO/IR) and computed tomography/magnetic resonance (CT/MR) images, among others. How to take advantage of multimodal data for object detection and pattern recognition is an active field of research. Information fusion (IF) is used for enhancing the performance of pattern classification, while deep learning (DL) technologies, including convolutional neural networks (CNNs), are powerful tools for improving object detection, segmentation, and recognition. It is viable to combine DL and IF to boost the overall performance of pattern classification and target recognition. Such combinations of powerful techniques may exploit the deeply hidden features of the multimodal, spatial, or temporal data.This reprint presents cutting-edge research utilizing DL and IF techniques. Key research areas include image and video analysis, covering topics such as super-resolution, object detection, semantic segmentation, video captioning, and text processing, including labeling enhancement and screening misinformation. Biometric applications explore innovations in human identification using facial and finger vein recognition, facial micro-expression analysis, and fatigue detection. Advanced applications extend to handwritten recognition, tracking supermarket customer behavior, parcel sorting, predicting road surface conditions, and plastic waste classification.

Creator

Zheng, Yufeng (editor)
Blasch, Erik (editor)

Source

https://mdpi.com/books/pdfview/book/10446

Publisher

MDPI - Multidisciplinary Digital Publishing Institute

Date

2025

Contributor

Andri Yanti

Rights

https://creativecommons.org/licenses/by/4.0/

Format

Pdf

Language

English

Type

Textbooks

Identifier

DOI
10.3390/books978-3-7258-2999-6

Document Viewer

Viewing: Deep_Learning_for_Information_Fusion_and_Pattern_Recognition.pdf