Region-Based QA on EndoVis18 VQA standard (test)
60.73BLEU-4Object Tokens (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Object Tokens (Ours)2026.06 | 60.73 | 6.534 | 83.26 | |
| Gemma-3-12BFine-tuned=true2026.06 | 60.64 | 5.48 | 80.64 | |
| EndoChatIn-domain model=true2026.06 | 59.65 | 5.574 | 81.21 | |
| LLaMA-3.2-11BFine-tuned=true2026.06 | 59.56 | 5.374 | 80.42 | |
| GLM-4V-9BFine-tuned=true2026.06 | 35.57 | 3.259 | 57.62 |