| Rank | Model |
mAP@0.5:0.95 | mAP@0.50 |
Paper | Code | Year |
| 1 |
YOLOv8+SCALE |
53.3 | 78.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 2 |
TOOD+SCALE |
52.4 | 79.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 3 |
TOOD |
52.3 | 78.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 4 |
YOLOv8 |
52.2 | 77.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 5 |
VFNet+SCALE |
51.4 | 76.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 6 |
VFNet |
51.0 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 7 |
Faster RCNN |
50.3 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 8 |
FCOS |
49.6 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 8 |
YOLOv5 |
49.6 | 74.1 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 10 |
FCOS+SCALE |
49.5 | 76.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 11 |
RetinaNet |
48.9 | 75.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 12 |
SSD |
41.5 | 72.8 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 13 |
YOLOv8+SCALE |
53.3 | 78.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 14 |
TOOD+SCALE |
52.4 | 79.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 15 |
TOOD |
52.3 | 78.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 16 |
YOLOv8 |
52.2 | 77.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 17 |
VFNet+SCALE |
51.4 | 76.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 18 |
VFNet |
51.0 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 19 |
Faster RCNN |
50.3 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 20 |
FCOS |
49.6 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 20 |
YOLOv5 |
49.6 | 74.1 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 22 |
FCOS+SCALE |
49.5 | 76.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 23 |
RetinaNet |
48.9 | 75.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 24 |
SSD |
41.5 | 72.8 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 25 |
YOLOv8+SCALE |
53.3 | 78.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 26 |
TOOD+SCALE |
52.4 | 79.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 27 |
TOOD |
52.3 | 78.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 28 |
YOLOv8 |
52.2 | 77.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 29 |
VFNet+SCALE |
51.4 | 76.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 30 |
VFNet |
51.0 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 31 |
Faster RCNN |
50.3 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 32 |
FCOS |
49.6 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 32 |
YOLOv5 |
49.6 | 74.1 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 34 |
FCOS+SCALE |
49.5 | 76.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 35 |
RetinaNet |
48.9 | 75.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 36 |
SSD |
41.5 | 72.8 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 37 |
YOLOv8+SCALE |
53.3 | 78.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 38 |
TOOD+SCALE |
52.4 | 79.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 39 |
TOOD |
52.3 | 78.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 40 |
YOLOv8 |
52.2 | 77.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 41 |
VFNet+SCALE |
51.4 | 76.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 42 |
VFNet |
51.0 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 43 |
Faster RCNN |
50.3 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 44 |
FCOS |
49.6 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 44 |
YOLOv5 |
49.6 | 74.1 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 46 |
FCOS+SCALE |
49.5 | 76.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 47 |
RetinaNet |
48.9 | 75.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 48 |
SSD |
41.5 | 72.8 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 49 |
YOLOv8+SCALE |
53.3 | 78.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 50 |
TOOD+SCALE |
52.4 | 79.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 51 |
TOOD |
52.3 | 78.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 52 |
YOLOv8 |
52.2 | 77.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 53 |
VFNet+SCALE |
51.4 | 76.6 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 54 |
VFNet |
51.0 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 55 |
Faster RCNN |
50.3 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 56 |
FCOS |
49.6 | 76.4 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 56 |
YOLOv5 |
49.6 | 74.1 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 58 |
FCOS+SCALE |
49.5 | 76.3 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 59 |
RetinaNet |
48.9 | 75.9 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |
| 60 |
SSD |
41.5 | 72.8 |
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method
|
lijfrank-open/SFCHD-SCALE |
2023 |