Pain Intensity Estimation on Dementia
0.97Pearson Correlation CoefficientSecond rater
Evaluation Results
| Method | Links | |
|---|---|---|
| Second raterWindow Length=20sec2021.01 | 0.97 | |
| Second raterWindow Length=5sec2021.01 | 0.95 | |
| Second raterWindow Length=1sec2021.01 | 0.93 | |
| Second raterWindow Length=frame2021.01 | 0.91 | |
| pairwise comparative inference method w/ contrastive trainingWindow Length=20sec2021.01 | 0.82 | |
| pairwise comparative inference methodWindow Length=20sec2021.01 | 0.79 | |
| pairwise comparative inference method w/ contrastive trainingWindow Length=5sec2021.01 | 0.69 | |
| AFARWindow Length=20sec2021.01 | 0.6 | |
| AFAR (mean subtracted)Window Length=20sec2021.01 | 0.58 | |
| pairwise comparative inference methodWindow Length=5sec2021.01 | 0.58 | |
| pairwise comparative inference method w/ contrastive trainingWindow Length=1sec2021.01 | 0.57 | |
| AFAR (mean subtracted)Window Length=5sec2021.01 | 0.53 | |
| AFARWindow Length=5sec2021.01 | 0.51 | |
| pairwise comparative inference method w/ contrastive trainingWindow Length=frame2021.01 | 0.48 | |
| pairwise comparative inference methodWindow Length=1sec2021.01 | 0.47 | |
| OpenFaceWindow Length=20sec2021.01 | 0.42 | |
| AFAR (mean subtracted)Window Length=1sec2021.01 | 0.42 | |
| pairwise comparative inference methodWindow Length=frame2021.01 | 0.42 | |
| AFARWindow Length=1sec2021.01 | 0.4 | |
| SVR with DCT featuresWindow Length=20sec2021.01 | 0.39 | |
| AFAR (mean subtracted)Window Length=frame2021.01 | 0.33 | |
| AFARWindow Length=frame2021.01 | 0.31 | |
| VGG16+LSTMWindow Length=5sec2021.01 | 0.29 | |
| SVR with DCT featuresWindow Length=5sec2021.01 | 0.28 | |
| OpenFaceWindow Length=5sec2021.01 | 0.27 | |
| VGG16+LSTMWindow Length=20sec2021.01 | 0.27 | |
| VGG16+LSTMWindow Length=1sec2021.01 | 0.24 | |
| VGG16+LSTMWindow Length=frame2021.01 | 0.23 | |
| SVR with DCT featuresWindow Length=1sec2021.01 | 0.22 | |
| OpenFaceWindow Length=1sec2021.01 | 0.21 | |
| OpenFaceWindow Length=frame2021.01 | 0.18 | |
| SVR with DCT featuresWindow Length=frame2021.01 | 0.17 |