Hand gesture classification using time–frequency images and transfer learning based on CNN

• Published in: Biomedical signal processing and control Vol. 77; p. 103787
• Main Authors: Ozdemir, Mehmet Akif, Kisa, Deniz Hande, Guren, Onan, Akan, Aydin
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.08.2022
• Subjects: Convolutional Neural Networks (CNN); CWT; Electromyogram (EMG); Hand Gesture Classification; Hilbert-Huang Transform (HHT); STFT; Electromyogram (EMG); Hilbert-Huang Transform (HHT); CWT; STFT; Convolutional Neural Networks (CNN); Hand Gesture Classification

Hand gesture-based systems are one of the most effective technological advances and continue to develop with improvements in the field of human–computer interaction. Surface electromyography (sEMG) is utilized as a popular input data for gesture classification with elevated accuracy and advanced con...