• A novel GaN/AlN-based ultrathin quantum-disks-in-nanowires sensor was fabricated, demonstrating voltage bias tunable response characteristics to light stimuli.
• Image enhancement functionality and a robust reservoir computing system were demonstrated based on the voltage tunable long-term and short-term persistent photocurrent respectively.
• A high-performance artificial vision system with the two integrated functions was demonstrated, achieving a remarkable improvement in human action recognition.
• The synergistic interaction of two photoresponse modes within a single device increased HAR recognition accuracy from 51.4% to 81.4%.
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