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AMASS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Human Pose ForecastingAMASS BMLrub (test)
MPJPE (mm)10.3
40
Human Motion ReconstructionAMASS (Protocol 1)
MPJRE2.2
30
3D Human Pose ReconstructionAMASS (Setting S2)
MPJPE1.71
17
Human Motion PredictionAMASS BMLrub
MPJPE (80ms)10.2
16
Motion PredictionAMASS
MPJPE (80ms)11
15
Universal Motion TrackingAMASS official (test)
Success Rate95.9
12
Human Motion TrackingAMASS Occ-L
GMPJPE (Visible)21.8
12
Human Pose EstimationAMASS (Protocol 1)
MPJPE4.92
12
IK SolverAMASS (test)
FID0.681
12
Motion PredictionAMASS
ADE0.3
12
Stochastic Human Motion PredictionAMASS
APD6.291
11
3D Human Motion ReconstructionAMASS (S3)
MPJRE2.2
11
Full-body motion reconstructionAMASS Protocol 2
MPJRE4.66
10
Inverse KinematicsAMASS SSM, Transitions (test)
MPJAE7.43
10
Inverse KinematicsAMASS HDM05, HumanEva, MoSh, SFU (val)
MPJAE7.98
10
Pose DenoisingAMASS (test)
Delta Q + m2m0.17
10
Stochastic Human Motion PredictionAMASS (test)
APD0
10
Social NavigationAMASS Noisy Simulation Noise Level 5
Collision Avoidance100
9
Social NavigationAMASS Noiseless Simulation
Collision Avoidance100
9
MAV NavigationAMASS 1 Human scenario (simulation)
Collision Avoidance Rate100
9
Long-term Human Motion PredictionAMASS (test)
MAE6.2
9
Human Motion PredictionAMASS (cross-dataset)
ADE0.48
9
Human Pose EstimationAMASS Protocol 2, Upper body ×0.7 (test)
MPJPE6.53
8
MAV NavigationAMASS 2 Humans scenario (simulation)
Collision Avoidance Rate100
8
Human Pose ForecastingAMASS (test)
ADE0.311
8
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