Surgical Report Generation on TORS Target Domain few shot 1.0
0.6455BLEU-1CISC
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CISCStage 1 Feature Extractor=ResNet18 + CISC, Stage 2 Caption Model=M2T + CL2021.07 | 0.6455 | 0.5518 | 0.4935 | 0.4387 | 0.328 | 0.6021 | 3.3913 | |
| M2T + DANNStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=M2T [6] + DANN [8]2021.07 | 0.6338 | 0.5367 | 0.4819 | 0.4321 | 0.3173 | 0.5794 | 3.0407 | |
| CICLStage 1 Feature Extractor=ResNet18 + CICL, Stage 2 Caption Model=M2T + CL2021.07 | 0.6314 | 0.5434 | 0.4912 | 0.4444 | 0.3262 | 0.6003 | 3.393 | |
| Xu et al.Stage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=Xu et al. [24]2021.07 | 0.6286 | 0.5422 | 0.4919 | 0.4457 | 0.3235 | 0.5921 | 3.362 | |
| CIStage 1 Feature Extractor=ResNet18 + CI, Stage 2 Caption Model=M2T2021.07 | 0.6156 | 0.534 | 0.4859 | 0.44 | 0.3189 | 0.5975 | 3.2223 | |
| M2TStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=M2T [6] (fine-tune)2021.07 | 0.5677 | 0.4807 | 0.4285 | 0.3836 | 0.289 | 0.5669 | 2.9209 | |
| M2TStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=M2T [6] (direct)2021.07 | 0.5331 | 0.4567 | 0.4114 | 0.3712 | 0.2738 | 0.5348 | 2.7496 |