EF-CenterNet: An efficient anchor-free model for UAV-based banana leaf disease detection

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Huy-Tan Thai, Kim-Hung Le, Ngan Luu-Thuy Nguyen

Published: 2025, Last Modified: 21 Feb 2026Comput. Electron. Agric. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•An Efficient Feature CenterNet model for high-accuracy leaf disease detection.•EfficientViT and Feature Pyramid Network enable robust feature extraction and fusion.•Achieves competitive mAP with significantly fewer parameters and GFLOPs.•A novel UAV dataset for banana black Sigatoka diseases.