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 protected] of 0.957 and 1.0 respectively. YOLOv4-tiny outperforms the SSD family with 1.0 in [email protected]; however, its throughput velocity is slightly slower.
翻译:果蝇是水果产量中最有害的昆虫种之一。在警报陷阱中,采用具有诸如移动NetV1和移动NetV2等各种最先进的主干特征提取器的SSD结构似乎是解决实时检测问题的潜在办法。SSD-MobileNetV1和SSD-MobileNetV2表现良好,导致[email protected]分别达到0.957和1.0。YOLOv4-tiny在[email protected]中比SSD家族高出1.0;然而,其吞吐速度略慢。