TY - GEN
T1 - Augmenting RetinaFace Model with Conditional Generative Adversarial Networks for Hair Segmentation
AU - Yu, Zhuojun
AU - Choi, Ka Cheng
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - In this paper, an augmentation of the RetinaFace model for hair segmentation is proposed by incorporating a Conditional Generative Adversarial Network (cGAN). The proposed model is trained to generate high-quality hair segmentation masks by considering various hair textures, colors, and styles. Our approach is based on the idea that hair segmentation can benefit from the use of cGANs, because they can learn to generate realistic hair images and help improve the performance of RetinaFace. Experimental results show that our model outperforms the RetinaFace model on several benchmarks, achieving state-of-the-art performance.
AB - In this paper, an augmentation of the RetinaFace model for hair segmentation is proposed by incorporating a Conditional Generative Adversarial Network (cGAN). The proposed model is trained to generate high-quality hair segmentation masks by considering various hair textures, colors, and styles. Our approach is based on the idea that hair segmentation can benefit from the use of cGANs, because they can learn to generate realistic hair images and help improve the performance of RetinaFace. Experimental results show that our model outperforms the RetinaFace model on several benchmarks, achieving state-of-the-art performance.
KW - RetinaFace model
KW - conditional generative adversarial network (cGAN)
KW - convolutional neural networks (CNNs)
KW - deep learning models
KW - face detection
KW - hair segmentation
UR - http://www.scopus.com/inward/record.url?scp=85169619506&partnerID=8YFLogxK
U2 - 10.1109/ICAIBD57115.2023.10206258
DO - 10.1109/ICAIBD57115.2023.10206258
M3 - Conference contribution
AN - SCOPUS:85169619506
T3 - 2023 6th International Conference on Artificial Intelligence and Big Data, ICAIBD 2023
SP - 890
EP - 894
BT - 2023 6th International Conference on Artificial Intelligence and Big Data, ICAIBD 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 6th International Conference on Artificial Intelligence and Big Data, ICAIBD 2023
Y2 - 26 May 2023 through 29 May 2023
ER -