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Models/PGBIG

PGBIG

Reported on 12 benchmarks across 3 tasks · 1 paper

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

Computer Vision4 results

Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-03-30
110.3
best: 149.2 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-03-30
58.5
best: 80.8 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
Pose EstimationonHuman3.6M
MAR, walking, 1,000ms· 2022-03-30
0.69
best: 2.38 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
Pose EstimationonHuman3.6M
MAR, walking, 400ms· 2022-03-30
0.54
best: 1.78 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051

Methodology4 results

3DonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-03-30
110.3
best: 149.2 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
3DonHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-03-30
58.5
best: 80.8 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
3DonHuman3.6M
MAR, walking, 1,000ms· 2022-03-30
0.69
best: 2.38 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
3DonHuman3.6M
MAR, walking, 400ms· 2022-03-30
0.54
best: 1.78 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051

Audio4 results

1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2022-03-30
110.3
best: 149.2 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 400ms· 2022-03-30
58.5
best: 80.8 (Forecast LSTM)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 1,000ms· 2022-03-30
0.69
best: 2.38 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 400ms· 2022-03-30
0.54
best: 1.78 (ERD)
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction arXiv:2203.16051