Surgical Phase Recognition on Cataract-101
96.9AccuracyMTTR-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MTTR-Net2026.05 | 96.9 | 95.7 | 96.2 | 92.1 | |
| SurgicalMamba2026.05 | 96.9 | 96.2 | 96.7 | 93.2 | |
| CB-RCNeSt2026.05 | 96.4 | 94.9 | 94.7 | 90.2 | |
| RCNeSt2026.05 | 95.4 | 92.6 | 92.3 | 85.8 | |
| MT-RCNet2026.05 | 94.7 | 92.3 | 91.8 | 85.7 | |
| He et al.2026.05 | 94.5 | 93.1 | 91.6 | — | |
| Qi et al.2026.05 | 88.1 | — | — | — | |
| StepALActive Learning Cycle=R=12025.07 | 80.16 | 76.35 | 73.33 | 59.77 | |
| MarginActive Learning Cycle=R=12025.07 | 78.93 | 74.95 | 73.14 | 58.77 | |
| RandomActive Learning Cycle=R=12025.07 | 78.59 | 69.37 | 67.91 | 54.04 | |
| CoreGCNActive Learning Cycle=R=12025.07 | 77 | 73 | 70.54 | 54.95 | |
| CoresetActive Learning Cycle=R=12025.07 | 76.13 | 71 | 70.4 | 54.11 | |
| EntropyActive Learning Cycle=R=12025.07 | 75.89 | 70.02 | 68.91 | 53.76 | |
| SurgRec-MAEBalanced Sampling=true2026.03 | 35.16 | — | — | — | |
| JEPAPre-training Domain=Generic2026.03 | 24.22 | — | — | — | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 23.44 | — | — | — | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 21.09 | — | — | — | |
| DINOv3Pre-training Domain=Surgical2026.03 | 19.53 | — | — | — | |
| VideoMAEPre-training Domain=Generic2026.03 | 19.53 | — | — | — | |
| DINOv3Pre-training Domain=Generic2026.03 | 17.97 | — | — | — |