Abstract:
The work in this paper aims to construct a face authentication system based on the deep learning. It is consisted of face detection module, face description system, and r...Show MoreMetadata
Abstract:
The work in this paper aims to construct a face authentication system based on the deep learning. It is consisted of face detection module, face description system, and retrieval method. Neural network is utilized for both of the detection and description modules as an initial attempt to unify both of the system. In this case, the single shot detection network is utilized as the face detector while the descriptor extractor network is trained by triplet embedding loss function. The proposed system was tested on a novel dataset with several identities to evaluate its robustness. Experiment shows that the result is promising and can be used in a new environment with novel faces without re-training the network.
Date of Conference: 04-06 July 2018
Date Added to IEEE Xplore: 13 August 2018
ISBN Information: