Table 4 The inference time of the neural networks evaluated in the study
From: Deep learning for detecting herbicide weed control spectrum in turfgrass
Deep learning architecture | Image type | Resolution | Batch size | FPS |
|---|---|---|---|---|
GoogLeNet | Sub-image | 240 × 216 | 1 | 140.97 |
Image | 1920 × 1080 | 40 | 34.46 | |
MobileNet-v3 | Sub-image | 240 × 216 | 1 | 142.15 |
Image | 1920 × 1080 | 40 | 64.82 | |
ShuffleNet-v2 | Sub-image | 240 × 216 | 1 | 133.22 |
Image | 1920 × 1080 | 40 | 58.21 | |
VGGNet | Sub-image | 240 × 216 | 1 | 189.10 |
Image | 1920 × 1080 | 40 | 8.76 |