arXiv:2112.13341 공식 코드 · Papers with Code

AlertTrap: A study on object detection in remote insects trap monitoring system using on-the-edge deep learning platform

An D. Le, Duy A. Pham, Dong T. Pham, Hien B. Vo

제출 2021-12-26

원문 초록

Fruit flies are one of the most harmful insect species to fruit yields. In AlertTrap, implementation of SSD architecture with different state-of-the-art backbone feature extractors such as MobileNetV1 and MobileNetV2 appear to be potential solutions for the real-time detection problem. SSD-MobileNetV1 and SSD-MobileNetV2 perform well and result in [email omitted] of 0.957 and 1.0 respectively. YOLOv4-tiny outperforms the SSD family with 1.0 in [email omitted]; however, its throughput velocity is slightly slower.

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