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Anton Louise P. de Ocampo. Haar-CNN cascade for facial expression recognition. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2023.
Haar-CNN cascade for facial expression recognition
Organization :
Batangas State University. Electronic Systems Research Center
Email :
antonlouise.deocampo@ieee.org
ThaSH:
Facial expression
Abstract:
Recognizing emotions can aid in the interpretation and
communication of non-verbal communication. Although deep neural
networks perform well in automatically extracting and learning high-level
representations of facial features from large amounts of
multidimensional data, there is still a need for a face detection model
to work fast for real-time applications. This working experiment
investigates the use of Haar features as another feature extraction
stage for a deep neural network to decrease the dimensionality of
inputs in facial detection prior to expression recognition which is
applied to multi-scale facial expression recognition (FER). Hybrid
approaches are used for locating and categorizing facial features,
with the initial approach consisting of Haar feature extraction
combined with CNN-based models. The proposed inclusion of Haar
Cascade with CNN demonstrated a recognition rate exceeding 90 percent
for all facial expressions, with the greatest accuracy achieved in
identifying "Happy" and "Surprise" expressions.
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2023
Modified:
2024-12-02
Issued:
2024-12-02
บทความ/Article
application/pdf
BibliograpyCitation :
In Electrical Engineering Academic Association (Thailand), Mahasarakham University. Faculty of Engineering and ASEFA. The 2023 International Electrical Engineering Congress (iEECON 2023) (pp.89-92). Mahasarakham : Mahasarakham University
eng
©copyrights King Mongkut's University of Technology North Bangkok
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0.031265 วินาที
Anton Louise P. de Ocampo
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|---|---|---|
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มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Anton Louise P. de Ocampo | บทความ/Article | |
| Haar-CNN cascade for facial expression recognition
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Anton Louise P. de Ocampo | บทความ/Article | |
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มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Amboy, Jefril M.;Anton Louise P. de Ocampo;Yu Jeco, Bernice Mae F.;Okada, Yoshitaka | บทความ/Article |