Publications

@article{gangwar_triple-biggan_2023,

title = {Triple-BigGAN: Semi-supervised generative adversarial networks for image synthesis and classification on sexual facial expression recognition},

author = {Abhishek Gangwar and Víctor González-Castro and Enrique Alegre and Eduardo Fidalgo},

url = {https://www.sciencedirect.com/science/article/pii/S0925231223000346},

year  = {2023},

date = {2023-01-01},

journal = {Neurocomputing},

volume = {528},

pages = {200–216},

abstract = {This paper introduces a method for automatically recognizing facial expressions that reflect erotic activity, called Sexual Facial Expression Recognition (SFER). The authors present a new dataset, SEA-Faces-30k, consisting of 30,000 manually labeled images categorized as erotic, suggestive-erotic, or non-erotic. Given the difficulty of obtaining large annotated datasets for training deep learning models, they propose a semi-supervised GAN framework, Triple-BigGAN, which learns both a generative model and a classifier simultaneously using unlabeled or partially labeled data. The Triple-BigGAN framework achieves strong performance on the SFER task and performs well on several benchmark datasets. The study also demonstrates that synthetic erotic face images generated by Triple-BigGAN can enhance the performance of deep learning classifiers.},

note = {Publisher: Elsevier},

keywords = {deep learning, Emotion Detection, Facial Expressions, Not Safe For Work, NSFW, Obscene Image Retrieval, Pornography},

pubstate = {published},

tppubtype = {article}

}

@article{gangwara_triple-biggan_nodate,

title = {Triple-BigGAN: A Semi-Supervised GAN for Image synthesis and classification applied to detect facial sexual expressions},

author = {Abhishek Gangwar and Víctor González-Castro and Enrique Alegre and Eduardo Fidalgo},

url = {https://www.researchgate.net/profile/Eduardo-Fidalgo-4/publication/367056606_Triple-BigGAN_Semi-supervised_Generative_Adversarial_Networks_for_Image_Synthesis_and_Classification_on_Sexual_Facial_Expression_Recognition/links/63c54588d9fb5967c2e00368/Triple-BigGAN-Semi-supervised-Generative-Adversarial-Networks-for-Image-Synthesis-and-Classification-on-Sexual-Facial-Expression-Recognition.pdf},

keywords = {deep learning, Emotion Detection, Facial Expressions, Not Safe For Work, NSFW, Obscene Image Retrieval, Pornography},

pubstate = {published},

tppubtype = {article}

}