883 citations · 2.5k across the 18 of their papers we have counts for
18 papers
Neural Architecture Search Using Genetic Algorithm for Facial Expression Recognition
Shuchao Deng, Yanan Sun, Edgar Galvan
Facial expression is one of the most powerful, natural, and universal signals for human beings to express emotional states and intentions. Thus, it is evident the importance of cor…
Efficient Evaluation Methods for Neural Architecture Search: A Survey
Xiaotian Song, Xiangning Xie, Zeqiong Lv +4
Neural Architecture Search (NAS) has received increasing attention because of its exceptional merits in automating the design of Deep Neural Network (DNN) architectures. However, t…
Analyzing the Expected Hitting Time of Evolutionary Computation-based Neural Architecture Search Algorithms
Zeqiong Lv, Chao Qian, Gary G. Yen +1
Evolutionary computation-based neural architecture search (ENAS) is a popular technique for automating architecture design of deep neural networks. Despite its groundbreaking appli…
Homogeneous Architecture Augmentation for Neural Predictor
Yuqiao Liu, Yehui Tang, Yanan Sun
Neural Architecture Search (NAS) can automatically design well-performed architectures of Deep Neural Networks (DNNs) for the tasks at hand. However, one bottleneck of NAS is the p…
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search
Jindi Lv, Qing Ye, Yanan Sun +2
Arrhythmia is a cardiovascular disease that manifests irregular heartbeats. In arrhythmia detection, the electrocardiogram (ECG) signal is an important diagnostic technique. Howeve…
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms
Yanan Sun, Xian Sun, Yuhan Fang +1
Evolutionary Neural Architecture Search (ENAS) can automatically design the architectures of Deep Neural Networks (DNNs) using evolutionary computation algorithms. However, most EN…