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Models/MMPedestron

MMPedestron

Reported on 29 benchmarks across 7 tasks · 1 paper · 19 SOTA

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

Methodology20 results

3DonInOutDoor
AP· 2024-07-14
65.7
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
3DonEventPed
AP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
3DonSTCrowd
AP· 2024-07-14
74.9
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D ClassificationonInOutDoor
AP· 2024-07-14
65.7
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D ClassificationonEventPed
AP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D ClassificationonSTCrowd
AP· 2024-07-14
74.9
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D Object DetectiononInOutDoor
AP· 2024-07-14
65.7
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D Object DetectiononEventPed
AP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D Object DetectiononSTCrowd
AP· 2024-07-14
74.9
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
16konInOutDoor
AP· 2024-07-14
65.7
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
16konEventPed
AP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
16konSTCrowd
AP· 2024-07-14
74.9
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
3DonCrowdHuman (full body)
AP· 2024-07-14
97.1
best: 97.2 (InternImage-H)
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
3DonCrowdHuman (full body)
mMR· 2024-07-14
30.8
best: 50.49 (Faster RCNN (ResNet50))
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D ClassificationonCrowdHuman (full body)
AP· 2024-07-14
97.1
best: 97.2 (InternImage-H)
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D ClassificationonCrowdHuman (full body)
mMR· 2024-07-14
30.8
best: 50.49 (Faster RCNN (ResNet50))
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D Object DetectiononCrowdHuman (full body)
AP· 2024-07-14
97.1
best: 97.2 (InternImage-H)
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
2D Object DetectiononCrowdHuman (full body)
mMR· 2024-07-14
30.8
best: 50.49 (Faster RCNN (ResNet50))
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
16konCrowdHuman (full body)
AP· 2024-07-14
97.1
best: 97.2 (InternImage-H)
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
16konCrowdHuman (full body)
mMR· 2024-07-14
30.8
best: 50.49 (Faster RCNN (ResNet50))
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125

Computer Vision7 results

Object DetectiononInOutDoor
AP· 2024-07-14
65.7
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Object DetectiononEventPed
AP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Object DetectiononSTCrowd
AP· 2024-07-14
74.9
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Pedestrian DetectiononMMPD-Dataset
box mAP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Pedestrian DetectiononLLVIP
AP· 2024-07-14
0.726
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Object DetectiononCrowdHuman (full body)
AP· 2024-07-14
97.1
best: 97.2 (InternImage-H)
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Object DetectiononCrowdHuman (full body)
mMR· 2024-07-14
30.8
best: 50.49 (Faster RCNN (ResNet50))
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125

Robots2 results

Autonomous VehiclesonMMPD-Dataset
box mAP· 2024-07-14
79
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125
Autonomous VehiclesonLLVIP
AP· 2024-07-14
0.726
SOTA
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset arXiv:2407.10125