Objects and scenes classification with selective use of central and peripheral image content

• Published in: Journal of visual communication and image representation Vol. 66; p. 102698
• Main Authors: Alameer, Ali, Degenaar, Patrick, Nazarpour, Kianoush
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.01.2020
• Subjects: Biological visual-systems; Image understanding; Scene analysis; Visual perception; Visual recognition; Visual-data reduction; Image understanding; Visual-data reduction; Scene analysis; Biological visual-systems; Visual recognition; Visual perception

•En-HMAX adopts a relative order of importance depending on the image category.•Central vision corresponds to object recognition.•Peripheral vision corresponds to scene recognition.•Deep learning models exhibit similar trends towards object and scene images.•Only 50% of the relevant image data could...