Human Motion Recognition on MotiCon (test)
0.0847NormEDGRU-Prim (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRU-Prim (Ours)Architecture=CTC-GRU, Input Representation=Primitive2022.06 | 0.0847 | 91.53 | |
| LSTM-Prim (Ours)Architecture=CTC-LSTM, Input Representation=Primitive2022.06 | 0.0883 | 91.17 | |
| GRU-Prim w/o LPArchitecture=CTC-GRU, Input Representation=Primitive, Losses=Ablated LP2022.06 | 0.103 | 89.7 | |
| GRU-Prim w/o LP & LTArchitecture=CTC-GRU, Input Representation=Primitive, Losses=Ablated LP and LT2022.06 | 0.1107 | 88.93 | |
| GRU-Prim w/o LTArchitecture=CTC-GRU, Input Representation=Primitive, Losses=Ablated LT2022.06 | 0.1476 | 85.24 | |
| GRU-PoseArchitecture=CTC-GRU, Input Representation=Pose2022.06 | 0.1806 | 81.94 | |
| LSTM-PoseArchitecture=CTC-LSTM, Input Representation=Pose2022.06 | 0.2299 | 77.01 | |
| seq2seq-GRU-PoseArchitecture=seq2seq-GRU, Input Representation=Pose2022.06 | 0.3135 | 68.65 | |
| seq2seq-GRU-PrimArchitecture=seq2seq-GRU, Input Representation=Primitive2022.06 | 0.5977 | 40.23 | |
| seq2seq-LSTM-PrimArchitecture=seq2seq-LSTM, Input Representation=Primitive2022.06 | 0.6081 | 39.19 | |
| seq2seq-LSTM-PoseArchitecture=seq2seq-LSTM, Input Representation=Pose2022.06 | 0.6484 | 35.16 |