Surgical workflow recognition on CAT-SG
0.7863AccuracyGATv2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GATv2Temporal Window=30 frames (90 s), Semantic Relations=✓ CAT-SG2025.12 | 0.7863 | 0.7015 | |
| Holm et al.Temporal Window=30 frames (90 s), Semantic Relations=✗ CATARACTS2025.12 | 0.7377 | 0.6493 | |
| GATv2Temporal Window=1 frame, Semantic Relations=✓ CAT-SG2025.12 | 0.7081 | 0.5602 | |
| Llama 3.2 3BTemporal Window=1 frame, Semantic Relations=✓ CAT-SG2025.12 | 0.6913 | 0.5387 | |
| Holm et al.Temporal Window=1 frame, Semantic Relations=✗ CATARACTS2025.12 | 0.6556 | 0.5224 |