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Models/TOOD

TOOD

Reported on 11 benchmarks across 5 tasks · 2 papers · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology9 results

2D Object DetectiononCeyMo
mAP· 2021-08-17
65.6
best: 70.7 (TransMind)
SOTA
TOOD: Task-aligned One-stage Object Detection arXiv:2108.07755
3DonSFCHD
mAP@0.50· 2023-06-03
78.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
3DonSFCHD
mAP@0.5:0.95· 2023-06-03
52.3
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D ClassificationonSFCHD
mAP@0.50· 2023-06-03
78.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D ClassificationonSFCHD
mAP@0.5:0.95· 2023-06-03
52.3
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D Object DetectiononSFCHD
mAP@0.50· 2023-06-03
78.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D Object DetectiononSFCHD
mAP@0.5:0.95· 2023-06-03
52.3
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
16konSFCHD
mAP@0.50· 2023-06-03
78.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
16konSFCHD
mAP@0.5:0.95· 2023-06-03
52.3
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098

Computer Vision2 results

Object DetectiononSFCHD
mAP@0.50· 2023-06-03
78.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
Object DetectiononSFCHD
mAP@0.5:0.95· 2023-06-03
52.3
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098