Hybrid deep learning for face verification

Y Sun, X Wang, X Tang - Proceedings of the IEEE …, 2013 - openaccess.thecvf.com
… A key contribution of this work is to directly learn relational visual features, which indicate
identity similarities, from raw pixels of face pairs with a hybrid deep network. The deep

Deep hybrid learning for facial expression binary classifications and predictions

RK Mishra, S Urolagin, JAA Jothi, P Gaur - Image and Vision Computing, 2022 - Elsevier
… This study describes a hybrid method for recognising facial … with transfer learning and other
deep learning architectures to … for facial expression recognition and compare them. Because …

Lightface: A hybrid deep face recognition framework

SI Serengil, A Ozpinar - 2020 innovations in intelligent systems …, 2020 - ieeexplore.ieee.org
… designed deep learning based custom face recognition models. A modern face recognition
… We will consider similarities of these two vectors in this layer. Herein, we can calculate …

[PDF][PDF] Learning face similarities for face verification using hybrid convolutional neural networks

FHK Zaman, J Johari… - Indonesian Journal of …, 2019 - pdfs.semanticscholar.org
… However, there are several advantages of face verification employing deep neural networks
which includes (1) No retraining required once the network generalize well within scope of …

Hybrid supervised deep learning for ethnicity classification using face images

Z Heng, M Dipu, KH Yap - 2018 IEEE International Symposium …, 2018 - ieeexplore.ieee.org
… proposes a new hybrid supervised learning method to perform … A supervised Support Vector
Machine (SVM) hybrid learning … from the database images using cosine similarity measure. …

Efficient hybrid descriptor for face verification in the wild using the deep learning approach

B Ameur, M Belahcene, S Masmoudi… - … and Neural Networks, 2019 - Springer
hybrid descriptor based on deep learning approach for feature extraction. Indeed, our
method extracts sufficiently-deep features for face … We also compare the performance of the …

Features guided face super-resolution via hybrid model of deep learning and random forests

ZS Liu, WC Siu, YL Chan - IEEE Transactions on Image …, 2021 - ieeexplore.ieee.org
… a hybrid model that combines both the classic random forests and the modern deep learning
to resolve the face … To test the fidelity of face SR, we first calculated the Cosine Similarity

RFR-DLVT: a hybrid method for real-time face recognition using deep learning and visual tracking

Z Lei, X Zhang, S Yang, Z Ren… - Enterprise Information …, 2020 - Taylor & Francis
… In this paper, the cosine similarity cos θ is used as a measure to match the face. After the face
… of the face identified F ′ and the feature vector of each face in the test set F i . The cosine …

A study of deep learning-based face recognition models for sibling identification

R Goel, I Mehmood, H Ugail - Sensors, 2021 - mdpi.com
similarities among the faces of siblings. In this study, we investigate the use of state-of-the-art
deep learning face … for discrimination between sibling faces using various similarity indices. …

Dual-modality spatiotemporal feature learning for spontaneous facial expression recognition in e-learning using hybrid deep neural network

X Zhu, Z Chen - The Visual Computer, 2020 - Springer
learning settings using hybrid deep neural network. Facial expression recognition in learning
… However, a significant difference in the dataset is identified in our experiment. The training …