Surgical action recognition on CholecT50
61.9mAPLemonFM
Evaluation Results
| Method | Links | |
|---|---|---|
| LemonFMType=F, Fine-tuning Protocol=Full, Labeled Training Data Percentage=100%2025.03 | 61.9 | |
| LemonFMType=F, Fine-tuning Protocol=Full, Labeled Training Data Percentage=50%2025.03 | 60.1 | |
| SurgeNetXLType=F, Fine-tuning Protocol=Full2025.03 | 57.5 | |
| Endo-FMType=F, Fine-tuning Protocol=Full2025.03 | 54.7 | |
| EndoViTType=F, Fine-tuning Protocol=Full2025.03 | 52.2 | |
| VideoMAEv2Type=F, Fine-tuning Protocol=Full2025.03 | 50.8 | |
| LemonFMPretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 50.4 | |
| SurgeNetXLPretraining data=SurgeNetXL, Evaluation protocol=linear probing2025.03 | 45.3 | |
| MAEType=F, Fine-tuning Protocol=Full2025.03 | 33.1 | |
| EndoViTPretraining data=Merged public data, Evaluation protocol=linear probing2025.03 | 29.5 | |
| GSViTType=F, Fine-tuning Protocol=Full2025.03 | 26.3 | |
| Endo-FMPretraining data=Private data, Evaluation protocol=linear probing2025.03 | 26.2 | |
| VideoMAEv2Pretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 25.8 | |
| MAEPretraining data=LEMON, Evaluation protocol=linear probing2025.03 | 24.8 | |
| GSViTPretraining data=GenSurgery, Evaluation protocol=linear probing2025.03 | 16.5 |