Hyper-sausage coverage function neuron model and learning algorithm for image classification

• Published in: Pattern recognition Vol. 136; p. 109216
• Main Authors: Ning, Xin, Tian, Weijuan, He, Feng, Bai, Xiao, Sun, Le, Li, Weijun
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.04.2023
• Subjects: Brain-inspired; Computer vision; Deep neural networks; Neuron model; Pattern recognition; Neuron model; Computer vision; Brain-inspired; Deep neural networks; Pattern recognition

•We propose a flexible HSCF neuron model, which adaptively changes the positions and directions of the one-dimensional simplex, as well as the radius of the hyperspheres. Thus, higher variability was assured for constructing the geometries, which helps to mine the potential data distribution.•A nove...