An improved lightweight method based on EfficientNet for birdsong recognition
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DOI: 10.1038/s41598-025-07875-w
Abstract: In the context of birdsong recognition, conventional modeling approaches often involve a significant number of parameters and high computational costs, rendering them unsuitable for deployment in embedded field monitoring devices. To improve the convenience of… read more here.
Keywords: lightweight method; recognition; efficientnet; improved lightweight ... See more keywords
Ripe-Detection: A Lightweight Method for Strawberry Ripeness Detection
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DOI: 10.3390/agronomy15071645
Abstract: Strawberry (Fragaria × ananassa), a nutrient-dense fruit with significant economic value in commercial cultivation, faces critical detection challenges in automated harvesting due to complex growth conditions such as foliage occlusion and variable illumination. To address… read more here.
Keywords: detection; detection lightweight; lightweight method; strawberry ... See more keywords