Surgical Report Generation on MICCAI Source Domain 2018 (train test)
0.6246BLEU-1CISC
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CISCStage 1 Feature Extractor=ResNet18 + CISC, Stage 2 Caption Model=M2T + CL2021.07 | 0.6246 | 0.5624 | 0.5117 | 0.472 | 0.38 | 0.6294 | 2.8548 | |
| CICLStage 1 Feature Extractor=ResNet18 + CICL, Stage 2 Caption Model=M2T + CL2021.07 | 0.6204 | 0.5498 | 0.4923 | 0.4452 | 0.3532 | 0.6017 | 2.6524 | |
| M2T + DANNStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=M2T [6] + DANN [8]2021.07 | 0.5995 | 0.5318 | 0.4748 | 0.4301 | 0.3828 | 0.5994 | 2.4672 | |
| Xu et al.Stage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=Xu et al. [24]2021.07 | 0.5875 | 0.519 | 0.4599 | 0.4123 | 0.3621 | 0.5982 | 2.593 | |
| X-LANStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=X-LAN [19]2021.07 | 0.5733 | 0.5053 | 0.4413 | 0.3885 | 0.3484 | 0.5642 | 2.0599 | |
| M2TStage 1 Feature Extractor=ResNet18 [10], Stage 2 Caption Model=M2T [6]2021.07 | 0.5703 | 0.5097 | 0.4572 | 0.4156 | 0.3817 | 0.599 | 2.5385 | |
| CIStage 1 Feature Extractor=ResNet18 + CI, Stage 2 Caption Model=M2T2021.07 | 0.5571 | 0.4947 | 0.4395 | 0.3932 | 0.3609 | 0.5791 | 2.319 |