Table 1 Comparison between R-CNNs based on various mAP
From: Detection of Martian dust storms using mask regional convolutional neural networks
Networks | \(mAP_{25}\) | \(mAP_{50}\) | \(mAP_{75}\) | Time (ms) | ||||
|---|---|---|---|---|---|---|---|---|
strategy 1 | strategy 2 | strategy 1 | strategy 2 | strategy 1 | strategy 2 | strategy 1 | strategy 2 | |
Fast R-CNN | 64.1 | 64.8 | 59.1 | 58.1 | 32.2 | 32.1 | 350 | 320 |
Mask R-CNN | 67.8 | 68.1 | 61.2 | 60.5 | 38.1 | 33.1 | 290 | 300 |
SPPnet | 62.5 | 63.2 | 50.1 | 53.1 | 22.5 | 20.1 | 370 | 360 |
Current R-CNN | 68.2 | 67.5 | 62.1 | 61.2 | 39.0 | 37.7 | 320 | 310 |