Human Pose Prediction on Human 3.6M Subject 5 (test)
0.18Walking Error (Avg)DCT-based Graph Convolutional Network
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DCT-based Graph Convolutional Networkmilliseconds=802019.08 | 0.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.16 | 0.22 | 0.2 | 0.26 | 0.36 | 0.19 | 0.29 | 0.43 | 0.29 | 0.3 | 0.14 | 0.23 | 0.46 | 0.15 | 0.27 | |
| AGED w/advmilliseconds=802019.08 | 0.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.17 | 0.27 | 0.27 | 0.23 | 0.56 | 0.19 | 0.31 | 0.46 | 0.41 | 0.33 | 0.23 | 0.24 | 0.5 | 0.23 | 0.31 | |
| Residual sup.milliseconds=802019.08 | 0.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.23 | 0.26 | 0.31 | 0.26 | 0.75 | 0.23 | 0.36 | 0.51 | 0.41 | 0.39 | 0.24 | 0.28 | 0.56 | 0.31 | 0.36 | |
| AGED w/o advmilliseconds=802019.08 | 0.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.22 | 0.3 | 0.3 | 0.26 | 0.61 | 0.23 | 0.34 | 0.46 | 0.46 | 0.38 | 0.24 | 0.31 | 0.51 | 0.29 | 0.32 | |
| DCT-based Graph Convolutional Networkmilliseconds=1602019.08 | 0.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.29 | 0.41 | 0.51 | 0.45 | 0.6 | 0.34 | 0.44 | 0.65 | 0.45 | 0.61 | 0.34 | 0.5 | 0.79 | 0.34 | 0.51 | |
| convSeq2Seqmilliseconds=802019.08 | 0.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.22 | 0.3 | 0.32 | 0.39 | 0.51 | 0.59 | 0.29 | 0.63 | 0.39 | 0.41 | 0.23 | 0.3 | 0.59 | 0.27 | 0.38 | |
| AGED w/advmilliseconds=1602019.08 | 0.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.28 | 0.43 | 0.56 | 0.39 | 0.81 | 0.31 | 0.58 | 0.78 | 0.76 | 0.62 | 0.48 | 0.5 | 0.81 | 0.41 | 0.54 | |
| zero-velocitymilliseconds=802019.08 | 0.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.27 | 0.26 | 0.31 | 0.39 | 0.54 | 0.64 | 0.28 | 0.62 | 0.4 | 0.39 | 0.25 | 0.34 | 0.6 | 0.33 | 0.4 | |
| AGED w/o advmilliseconds=1602019.08 | 0.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.35 | 0.55 | 0.63 | 0.46 | 0.95 | 0.42 | 0.7 | 0.89 | 0.87 | 0.77 | 0.52 | 0.64 | 0.87 | 0.51 | 0.62 | |
| Residual sup.milliseconds=1602019.08 | 0.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.39 | 0.49 | 0.68 | 0.47 | 1.17 | 0.43 | 0.71 | 0.97 | 1.05 | 0.81 | 0.51 | 0.53 | 0.91 | 0.58 | 0.67 | |
| DCT-based Graph Convolutional Networkmilliseconds=3202019.08 | 0.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.5 | 0.85 | 0.77 | 0.71 | 0.95 | 0.5 | 1.01 | 1.05 | 0.8 | 0.9 | 0.58 | 0.91 | 1.12 | 0.52 | 0.83 | |
| convSeq2Seqmilliseconds=1602019.08 | 0.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.36 | 0.49 | 0.67 | 0.6 | 0.82 | 1.13 | 0.6 | 0.91 | 0.61 | 0.78 | 0.49 | 0.62 | 1 | 0.52 | 0.68 | |
| AGED w/advmilliseconds=3202019.08 | 0.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.51 | 0.82 | 0.76 | 0.63 | 1.3 | 0.58 | 1.12 | 1.01 | 1.05 | 0.98 | 0.81 | 1.02 | 1.15 | 0.56 | 0.85 | |
| DCT-based Graph Convolutional Networkmilliseconds=4002019.08 | 0.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.62 | 0.8 | 0.85 | 0.79 | 1.13 | 0.53 | 1.24 | 1.13 | 0.97 | 1 | 0.7 | 1.14 | 1.29 | 0.57 | 0.95 | |
| AGED w/o advmilliseconds=3202019.08 | 0.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.61 | 0.98 | 0.97 | 0.71 | 1.44 | 0.61 | 1.19 | 1.06 | 1.23 | 1.18 | 0.92 | 1.08 | 1.21 | 0.72 | 0.96 | |
| AGED w/advmilliseconds=4002019.08 | 0.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.64 | 0.84 | 0.83 | 0.69 | 1.46 | 0.68 | 1.34 | 1.07 | 1.19 | 1.1 | 0.95 | 1.13 | 1.27 | 0.62 | 0.97 | |
| zero-velocitymilliseconds=1602019.08 | 0.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.48 | 0.48 | 0.67 | 0.59 | 0.89 | 1.21 | 0.57 | 0.88 | 0.63 | 0.74 | 0.51 | 0.67 | 0.98 | 0.66 | 0.78 | |
| convSeq2Seqmilliseconds=3202019.08 | 0.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.58 | 0.96 | 0.94 | 0.8 | 1.21 | 1.51 | 1.12 | 1.19 | 1.02 | 1.16 | 0.88 | 1.09 | 1.32 | 0.71 | 1.01 | |
| Residual sup.milliseconds=3202019.08 | 0.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.62 | 1.05 | 1.01 | 0.72 | 1.74 | 0.69 | 1.22 | 1.07 | 1.49 | 1.4 | 0.9 | 1.02 | 1.26 | 0.87 | 1.02 | |
| convSeq2Seqmilliseconds=4002019.08 | 0.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.71 | 0.92 | 1.01 | 0.91 | 1.38 | 1.65 | 1.37 | 1.29 | 1.18 | 1.31 | 1.06 | 1.3 | 1.44 | 0.74 | 1.13 | |
| AGED w/o advmilliseconds=4002019.08 | 0.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.74 | 0.99 | 1.06 | 0.81 | 1.61 | 0.79 | 1.4 | 1.11 | 1.51 | 1.41 | 1.01 | 1.12 | 1.33 | 0.75 | 1.07 | |
| Residual sup.milliseconds=4002019.08 | 0.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.76 | 1.15 | 1.09 | 0.84 | 1.83 | 0.82 | 1.48 | 1.16 | 1.63 | 1.62 | 1.05 | 1.14 | 1.4 | 0.91 | 1.15 | |
| zero-velocitymilliseconds=3202019.08 | 0.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.73 | 0.97 | 0.94 | 0.79 | 1.3 | 1.65 | 1.13 | 1.19 | 1.02 | 1.07 | 0.79 | 1.22 | 1.36 | 0.94 | 1.07 | |
| zero-velocitymilliseconds=4002019.08 | 1.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.86 | 0.95 | 1.04 | 0.89 | 1.49 | 1.83 | 1.37 | 1.27 | 1.18 | 1.19 | 0.92 | 1.47 | 1.5 | 0.99 | 1.21 | |
| Dropout-AETest Subject=Subject 52019.09 | — | 1 | 1.11 | 1.39 | 1.55 | 1.39 | 1.31 | 1.49 | 1.86 | 1.76 | 2.01 | 0.92 | 1.03 | 1.15 | 1.38 | 1.77 | 1.11 | 1.2 | 1.38 | 1.53 | 1.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ERDTest Subject=Subject 52019.09 | — | 1.3 | 1.56 | 1.84 | 2 | 2.38 | 1.66 | 1.93 | 2.88 | 2.36 | 2.41 | 2.34 | 2.74 | 3.73 | 3.68 | 3.82 | 2.67 | 2.97 | 3.23 | 3.47 | 2.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSTM-3LRTest Subject=Subject 52019.09 | — | 1.18 | 1.5 | 1.67 | 1.81 | 2.2 | 1.36 | 1.79 | 2.29 | 2.49 | 2.82 | 2.05 | 2.34 | 3.1 | 3.24 | 3.42 | 2.25 | 2.33 | 2.45 | 2.48 | 2.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResidualTest Subject=Subject 52019.09 | — | 0.32 | 0.54 | 0.72 | 0.86 | 0.96 | 0.25 | 0.42 | 0.64 | 0.94 | 1.3 | 0.33 | 0.6 | 1.01 | 1.23 | 1.83 | 0.34 | 0.74 | 1.04 | 1.43 | 1.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRNNTest Subject=Subject 52019.09 | — | 1.08 | 1.34 | 1.6 | 1.9 | 2.13 | 1.35 | 1.71 | 2.12 | 2.28 | 2.58 | 1.9 | 2.3 | 2.9 | 3.21 | 3.23 | 1.67 | 2.03 | 2.2 | 2.39 | 2.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TP-RNNTest Subject=Subject 52019.09 | — | 0.25 | 0.41 | 0.58 | 0.74 | 0.77 | 0.2 | 0.33 | 0.53 | 0.84 | 1.14 | 0.26 | 0.48 | 0.88 | 0.98 | 1.66 | 0.3 | 0.66 | 0.98 | 1.39 | 1.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WGAIL-divTest Subject=Subject 52019.09 | — | 0.21 | 0.34 | 0.53 | 0.67 | 0.69 | 0.17 | 0.3 | 0.52 | 0.79 | 1.13 | 0.23 | 0.44 | 0.86 | 0.95 | 1.63 | 0.27 | 0.56 | 0.82 | 1.34 | 1.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zero-velocityTest Subject=Subject 52019.09 | — | 0.39 | 0.68 | 0.99 | 1.35 | 1.32 | 0.27 | 0.48 | 0.73 | 1.04 | 1.38 | 0.26 | 0.48 | 0.97 | 1.02 | 1.69 | 0.31 | 0.67 | 0.94 | 1.41 | 1.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |