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. 2020 Oct 5;8:e10132. doi: 10.7717/peerj.10132

Table 2. Model performance in pedestrian detection with average processing time per image.

Image processing time includes reading the file from disc and model prediction.

Model MAE RMSE Time (s)
SSD 9.87 14.32 1.46
Faster R—CNN 5.38 9.16 8.35
YOLO 5.48 10.23 0.75
YOLOtiled (proposed) 4.28 7.96 3.28