5 papers
An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition
Yizhang Xia, Shihao Song, Zhanglu Hou +4
Hand gesture recognition (HGR) based on multimodal data has attracted considerable attention owing to its great potential in applications. Various manually designed multimodal deep…
Multiple Population Alternate Evolution Neural Architecture Search
Juan Zou, Han Chu, Yizhang Xia +3
The effectiveness of Evolutionary Neural Architecture Search (ENAS) is influenced by the design of the search space. Nevertheless, common methods including the global search space,…
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth
Juan Zou, Weiwei Jiang, Yizhang Xia +2
The evolutionary paradigm has been successfully applied to neural network search(NAS) in recent years. Due to the vast search complexity of the global space, current research mainl…
Combining Kernelized Autoencoding and Centroid Prediction for Dynamic Multi-objective Optimization
Zhanglu Hou, Juan Zou, Gan Ruan +2
Evolutionary algorithms face significant challenges when dealing with dynamic multi-objective optimization because Pareto optimal solutions and/or Pareto optimal fronts change. Thi…
TS-ENAS:Two-Stage Evolution for Cell-based Network Architecture Search
Juan Zou, Shenghong Wu, Yizhang Xia +3
Neural network architecture search provides a solution to the automatic design of network structures. However, it is difficult to search the whole network architecture directly. Al…