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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
  1. FPS frames per second