The mechanism of orientation detection based on color-orientation jointly selective cells

作者:

Highlights:

• A novel orientation detection mechanism based on cortical function cells is proposed.

• The mechanism-based system for orientation detection is reasonable and efficient.

• The detection system shows significant advantages against popular deep networks.

• The hardware implementation scheme of the orientation detection system is succinct.

• The mechanism can be applied in learning networks to promote networks’ robustness.

摘要

•A novel orientation detection mechanism based on cortical function cells is proposed.•The mechanism-based system for orientation detection is reasonable and efficient.•The detection system shows significant advantages against popular deep networks.•The hardware implementation scheme of the orientation detection system is succinct.•The mechanism can be applied in learning networks to promote networks’ robustness.

论文关键词:Orientation detection,Color-orientation jointly selective cell,McCulloch–Pitts neuron model,Artificial visual system

论文评审过程:Received 11 May 2022, Revised 9 July 2022, Accepted 15 August 2022, Available online 19 August 2022, Version of Record 30 August 2022.

论文官网地址:https://doi.org/10.1016/j.knosys.2022.109715