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Models/CrowdDet

CrowdDet

Reported on 26 benchmarks across 7 tasks · 1 paper · 5 SOTA

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

Computer Vision10 results

Object DetectiononCrowdHuman (full body)
AP· 2020-03-20
90.7
best: 97.2 (InternImage-H)
SOTA
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Object DetectiononCrowdHuman (full body)
mMR· 2020-03-20
41.4
best: 50.49 (Faster RCNN (ResNet50))
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-traffic
ALL (miss rate)· 2020-03-20
36.94
best: 41.4 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-traffic
HO (miss rate)· 2020-03-20
61.22
best: 63.73 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-traffic
R (miss rate)· 2020-03-20
20.82
best: 24.35 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-traffic
R+HO (miss rate)· 2020-03-20
25.28
best: 28.86 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-campus
ALL (miss rate)· 2020-03-20
35.9
best: 44.34 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-campus
HO (miss rate)· 2020-03-20
66.38
best: 81.28 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-campus
R (miss rate)· 2020-03-20
25.73
best: 34.73 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Pedestrian DetectiononTJU-Ped-campus
R+HO (miss rate)· 2020-03-20
33.63
best: 42.26 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163

Methodology8 results

3DonCrowdHuman (full body)
AP· 2020-03-20
90.7
best: 97.2 (InternImage-H)
SOTA
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
2D ClassificationonCrowdHuman (full body)
AP· 2020-03-20
90.7
best: 97.2 (InternImage-H)
SOTA
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
2D Object DetectiononCrowdHuman (full body)
AP· 2020-03-20
90.7
best: 97.2 (InternImage-H)
SOTA
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
16konCrowdHuman (full body)
AP· 2020-03-20
90.7
best: 97.2 (InternImage-H)
SOTA
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
3DonCrowdHuman (full body)
mMR· 2020-03-20
41.4
best: 50.49 (Faster RCNN (ResNet50))
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
2D ClassificationonCrowdHuman (full body)
mMR· 2020-03-20
41.4
best: 50.49 (Faster RCNN (ResNet50))
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
2D Object DetectiononCrowdHuman (full body)
mMR· 2020-03-20
41.4
best: 50.49 (Faster RCNN (ResNet50))
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
16konCrowdHuman (full body)
mMR· 2020-03-20
41.4
best: 50.49 (Faster RCNN (ResNet50))
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163

Robots8 results

Autonomous VehiclesonTJU-Ped-traffic
ALL (miss rate)· 2020-03-20
36.94
best: 41.4 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-traffic
HO (miss rate)· 2020-03-20
61.22
best: 63.73 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-traffic
R (miss rate)· 2020-03-20
20.82
best: 24.35 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-traffic
R+HO (miss rate)· 2020-03-20
25.28
best: 28.86 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-campus
ALL (miss rate)· 2020-03-20
35.9
best: 44.34 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-campus
HO (miss rate)· 2020-03-20
66.38
best: 81.28 (FCOS)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-campus
R (miss rate)· 2020-03-20
25.73
best: 34.73 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163
Autonomous VehiclesonTJU-Ped-campus
R+HO (miss rate)· 2020-03-20
33.63
best: 42.26 (RetinaNet)
Detection in Crowded Scenes: One Proposal, Multiple Predictions arXiv:2003.09163