Table 6 The model size and inference time of the 6 representative methods.
From: GooseDetectlion: A Fully Annotated Dataset for Lion-head Goose Detection in Smart Farms
Model | Faster R-CNN | SSD | Retinanet | CenterNet | YOLO v5 | YOLO v7 |
|---|---|---|---|---|---|---|
Number of model parameters | 28,275,328 | 23,745,908 | 36,329,837 | 32,664,197 | 7,063,542 | 36,479,926 |
Inference time (second/image) | 0.1238 | 0.0163 | 0.0210 | 0.0410 | 0.0179 | 0.0407 |
FPS | 8.08 | 61.51 | 47.58 | 24.41 | 55.78 | 24.60 |
