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Models/MRT

MRT

Reported on 27 benchmarks across 6 tasks · 1 paper · 3 SOTA

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

Robots14 results

Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2021-11-23
291
SOTA
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2021-11-23
291
SOTA
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2021-11-23
238
best: 303 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2021-11-23
58
best: 90 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
116
best: 169 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
163
best: 226 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
146
best: 177 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
205
best: 233 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2021-11-23
238
best: 303 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2021-11-23
58
best: 90 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
116
best: 169 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
163
best: 226 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
146
best: 177 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
205
best: 233 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073

Computer Vision7 results

Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2021-11-23
291
SOTA
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2021-11-23
238
best: 303 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2021-11-23
58
best: 90 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
116
best: 169 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
163
best: 226 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2021-11-23
146
best: 177 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073
Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2021-11-23
205
best: 233 (LTD)
Multi-Person 3D Motion Prediction with Multi-Range Transformers arXiv:2111.12073

Methodology2 results

Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5
51.2
best: 66.8 (ALDI++(Resnet50+FPN))
Domain AdaptationonSIM10K to Cityscapes
mAP@0.5
62
best: 77.8 (ALDI++)

Natural Language Processing2 results

Relation ExtractiononACE 2005
NER Micro F1
83.6
best: 91.3 (ASP+T5-3B)
Relation ExtractiononACE 2005
RE+ Micro F1
59.6
best: 71.1 (PL-Marker)

Other2 results

Unsupervised Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5
51.2
best: 66.8 (ALDI++(Resnet50+FPN))
Unsupervised Domain AdaptationonSIM10K to Cityscapes
mAP@0.5
62
best: 77.8 (ALDI++)