Surgical Instruction Generation on DAISI (test)
52.8B1Transformer + rl
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Transformer + rlArchitecture=Transformer, Learning=Reinforcement Learning2021.07 | 52.8 | 48.7 | 46.4 | 44.9 | 42.7 | 30.7 | 53.1 | 48.4 | |
| LSTMArchitecture=LSTM2021.07 | 43.7 | 39.4 | 37.3 | 36.2 | 34 | 24.9 | 44.6 | 40.2 | |
| LSTM + soft-attnArchitecture=LSTM, Mechanism=Soft-Attention2021.07 | 43.2 | 38.7 | 36.3 | 34.9 | 32.4 | 24.3 | 43.7 | 38 | |
| DAISI (Bi-RNN)Architecture=Bi-RNN2021.07 | 21 | 14.4 | 11.3 | 9.3 | 8.32 | 10.3 | 22 | 12.1 |