Relax DARTS: Relaxing the Constraints of Differentiable Architecture Search for Eye Movement Recognition

• Published in: arXiv.org
• Main Authors: Zhu, Hongyu, Jin, Xin, Liao, Hongchao, Yan, Xiang, El-Yacoubi, Mounim A, Qin, Huafeng
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 18.09.2024
• Subjects: Algorithms; Biometric recognition systems; Eye movements; Identification methods; Machine learning; Motion perception; Parameter identification; Searching

Eye movement biometrics is a secure and innovative identification method. Deep learning methods have shown good performance, but their network architecture relies on manual design and combined priori knowledge. To address these issues, we introduce automated network search (NAS) algorithms to the fi...