4 papers
Robust Feature Learning Against Noisy Labels
Tsung-Ming Tai, Yun-Jie Jhang, Wen-Jyi Hwang
Supervised learning of deep neural networks heavily relies on large-scale datasets annotated by high-quality labels. In contrast, mislabeled samples can significantly degrade the g…
Speckle Image Restoration without Clean Data
Tsung-Ming Tai, Yun-Jie Jhang, Wen-Jyi Hwang +1
Speckle noise is an inherent disturbance in coherent imaging systems such as digital holography, synthetic aperture radar, optical coherence tomography, or ultrasound systems. Thes…
An Intelligent QoS Algorithm for Home Networks
Wen-Jyi Hwang, Tsung-Ming Tai, Bo-Ting Pan +2
A novel quality of service (QoS) management algorithm for home networks is presented in this letter. The algorithm is based on service prediction for intelligent QoS management. Th…
Sensor-Based Continuous Hand Gesture Recognition by Long Short-Term Memory
Tsung-Ming Tai, Yun-Jie Jhang, Zhen-Wei Liao +2
This article aims to present a novel sensor-based continuous hand gesture recognition algorithm by long short-term memory (LSTM). Only the basic accelerators and/or gyroscopes are…