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Models/siMLPe

siMLPe

Reported on 33 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.

Robots12 results

Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2022-07-04
250
best: 303 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
128
best: 169 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous VehiclesonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
178
best: 226 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
131
best: 177 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
183
best: 233 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous VehiclesonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2022-07-04
225
best: 291 (MRT)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2022-07-04
250
best: 303 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
128
best: 169 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
178
best: 226 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
131
best: 177 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
183
best: 233 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Autonomous DrivingonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2022-07-04
225
best: 291 (MRT)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567

Computer Vision11 results

Pose EstimationonExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2022-07-04
80
SOTA
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Pose EstimationonAMASS
Average MPJPE (mm) 1000 msec· 2022-07-04
65.7
best: 45.5 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-07-04
109.4
best: 149.2 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-07-04
57.3
best: 80.8 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Pose Estimationon3DPW
Average MPJPE (mm) 1000 msec· 2022-07-04
72.2
best: 42.3 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 1000 ms· 2022-07-04
250
best: 303 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
128
best: 169 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - common actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
178
best: 226 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 400 ms· 2022-07-04
131
best: 177 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 600 ms· 2022-07-04
183
best: 233 (LTD)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
Motion ForecastingonExpi - unseen actions split
Average MPJPE (mm) @ 800 ms· 2022-07-04
225
best: 291 (MRT)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567

Methodology5 results

3DonExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2022-07-04
80
SOTA
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
3DonAMASS
Average MPJPE (mm) 1000 msec· 2022-07-04
65.7
best: 45.5 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
3DonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-07-04
109.4
best: 149.2 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
3DonHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-07-04
57.3
best: 80.8 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
3Don3DPW
Average MPJPE (mm) 1000 msec· 2022-07-04
72.2
best: 42.3 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567

Audio5 results

1 Image, 2*2 StitchionExpi - common actions split
Average MPJPE (mm) @ 200 ms· 2022-07-04
80
SOTA
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
1 Image, 2*2 StitchionAMASS
Average MPJPE (mm) 1000 msec· 2022-07-04
65.7
best: 45.5 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-07-04
109.4
best: 149.2 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-07-04
57.3
best: 80.8 (Forecast LSTM)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567
1 Image, 2*2 Stitchion3DPW
Average MPJPE (mm) 1000 msec· 2022-07-04
72.2
best: 42.3 (STS-GCN)
Back to MLP: A Simple Baseline for Human Motion Prediction arXiv:2207.01567