Action Recognition on JIGSAWS Suturing (LOSO)
86.32Per-frame AccuracySDSDL
Evaluation Results
| Method | Links | |
|---|---|---|
| SDSDLInput features=Kinematic2018.01 | 86.32 | |
| SDL + SC-CRFInput features=Kinematic2018.01 | 86.21 | |
| SC-CRF-SLInput features=Kinematic2018.01 | 85.18 | |
| KSVD-SHMMInput features=Kinematic2018.01 | 83.4 | |
| LC-SC-CRFInput features=Kinematic + Tool Distance2018.01 | 83.4 | |
| BiLSTMSampling rate=5Hz2018.01 | 83.3 | |
| GMM-HMMInput features=Kinematic2018.01 | 82.22 | |
| MsM-CRFInput features=Kinematic2018.01 | 81.99 | |
| SC-CRF-SLInput features=Kinematic2018.01 | 81.74 | |
| LSTMSampling rate=5Hz2018.01 | 80.5 | |
| BiLSTMSampling rate=30Hz2018.01 | 80.15 | |
| TCNInput features=Kinematic2018.01 | 79.6 | |
| SDSDLInput features=Kinematic2018.01 | 78.68 | |
| LSTMSampling rate=30Hz2018.01 | 78.38 | |
| SDL + SC-CRFInput features=Kinematic2018.01 | 78.16 | |
| GMM-HMMInput features=Kinematic2018.01 | 73.95 | |
| KSVD-SHMMInput features=Kinematic2018.01 | 73.45 | |
| MsM-CRFInput features=Kinematic2018.01 | 67.84 |