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. 2021 May 11;12:620273. doi: 10.3389/fpls.2021.620273

TABLE 2.

Comparison of the characteristics of different algorithms.

Algorithms Network structure Backbone network Feature extraction capability
The proposed method One-stage MobileNetv2 Multiscale feature extraction
Tiny-YOLOv3 One-stage 7-layer conv + Max The ability of deep feature extraction is poor.
MobileNetv2-YOLOv3 One-stage MobileNetv2 The ability of deep feature extraction is poor.
MobileNetv2-SSD One-stage MobileNetv2 The ability of deep feature extraction is poor.
Faster R-CNN Two-stage ResNet The accuracy outperforms some of the one-stage detectors, but the speed is low.