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Models/YOLOv5

YOLOv5

Reported on 15 benchmarks across 5 tasks · 2 papers · 5 SOTA

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

Methodology12 results

3DonDeepTrash
mAP· 2021-05-05
0.856
SOTA
A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models arXiv:2105.01882
2D ClassificationonDeepTrash
mAP· 2021-05-05
0.856
SOTA
A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models arXiv:2105.01882
2D Object DetectiononDeepTrash
mAP· 2021-05-05
0.856
SOTA
A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models arXiv:2105.01882
16konDeepTrash
mAP· 2021-05-05
0.856
SOTA
A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models arXiv:2105.01882
3DonSFCHD
mAP@0.50· 2023-06-03
74.1
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
49.6
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
74.1
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
49.6
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
74.1
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
49.6
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
74.1
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
49.6
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098

Computer Vision3 results

Object DetectiononDeepTrash
mAP· 2021-05-05
0.856
SOTA
A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models arXiv:2105.01882
Object DetectiononSFCHD
mAP@0.50· 2023-06-03
74.1
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
49.6
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098