Name: Facial & Micro-Expression Recognition Using CNNs (en Inglés)
SKU: 69251280
Price: 80.83 EUR
Availability: InStock
Author: Sanju Choudhary;Kailash Soni
ISBN: 9786630479560

portada Facial & Micro-Expression Recognition Using CNNs (en Inglés)

Facial & Micro-Expression Recognition Using CNNs (en Inglés)

Formato

Libro Físico

Editorial

LAP LAMBERT Academic Publishing

Autor

Sanju Choudhary;Kailash Soni

Idioma

Inglés

N° páginas

ISBN13

9786630479560

Facial & Micro-Expression Recognition Using CNNs (en Inglés)

Sanju Choudhary;Kailash Soni (Autor) · LAP LAMBERT Academic Publishing · Libro Físico

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Reseña del libro "Facial & Micro-Expression Recognition Using CNNs (en Inglés)"

Facial & Micro-Expression Recognition Using CNNs explores the application of deep learning and computer vision for recognizing human emotions from facial expressions. The book presents a comprehensive CNN-based framework for identifying emotions such as happiness, sadness, anger, fear, surprise, disgust, and neutrality under challenging conditions including variations in illumination, pose, occlusion, age, and demographics.It covers modern deep learning architectures, including VGG16, ResNet, DenseNet, and STCNN, along with preprocessing, data augmentation, and feature-extraction techniques such as LBP, Gabor filters, and Haar-like features. Benchmark datasets such as FER2013 and CK+ are discussed to evaluate recognition performance.The book also examines micro-expressions, attention-based networks, ensemble learning, feature fusion, and spatio-temporal analysis for improving recognition accuracy. Particular emphasis is placed on real-time applications, robustness, fairness, and ethical considerations, making this work relevant to researchers, students, and professionals in artificial intelligence, computer vision, affective computing, and human-computer interaction.