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Personal Protective Equipment Detection (PPE)

Dataset

Dataset Name Training Images Validation Images Class Labels License
Kaggle Construction Site Safety Dataset (v3) 2,605 114 0: Hardhat
1: Mask
2: NO-Hardhat
3: NO-Mask
4: NO-Safety Vest
5: Person
6: Safety Cone
7: Safety Vest
8: machinery
9: vehicle
CC BY 4.0

Model Zoo

DeGirum's PPE detection model zoo consists of a variety of models gathered and trained using ultralytics repository.

The N2X models are located at N2X models' zoo.
The OPENVINO models are located at OPENVINO models' zoo.
The RKNN models are located at RKNN models' zoo.

Model Architecture Input Size Precision Runtime Device Type mAP 50-95 mAP 50 FPS
yolov8n_relu6_ppe 640x640 INT8 N2X ORCA1 0.3619 0.6818 95.1
yolov8n_relu6_ppe 640x640 INT8 RKNN RK3588 0.3617 0.6771 --
yolov8n_relu6_ppe 640x640 INT8 OPENVINO CPU 0.3618 0.6782 --
yolov8n_relu6_ppe 640x640 FP32 OPENVINO CPU 0.3635 0.6789 --
yolov8s_relu6_ppe 640x640 INT8 N2X ORCA1 0.5712 0.8302 41.6
yolov8s_relu6_ppe 640x640 INT8 RKNN RK3588 0.5735 0.8274 --
yolov8s_relu6_ppe 640x640 INT8 OPENVINO CPU 0.5725 0.8266 --
yolov8s_relu6_ppe 640x640 FP32 OPENVINO CPU 0.5732 0.8303 --