Table 4 Number of instances and presence in the frames (% of total number of frames in each fold).
From: Cataract-1K Dataset for Deep-Learning-Assisted Analysis of Cataract Surgery Videos
Category | Class Name | All Videos | Fold1 | Fold2 | Fold3 | Fold4 | Fold5 |
|---|---|---|---|---|---|---|---|
Anatomy | Iris | 2256 (100.0%) | 561 (100.0%) | 459 (100.0%) | 420 (100.0%) | 385 (100.0%) | 431 (100.0%) |
Pupil | 2256 (100.0%) | 561 (100.0%) | 459 (100.0%) | 420 (100.0%) | 385 (100.0%) | 431 (100.0%) | |
Intraocular Lens | 537 (23.8%) | 107 (19.07%) | 119 (25.93%) | 102 (24.29%) | 106 (27.53%) | 103 (23.9%) | |
Instruments | Slit/Incision Knife | 50 (2.22%) | 12 (2.14%) | 10 (2.18%) | 12 (2.86%) | 4 (1.04%) | 12 (2.78%) |
Gauge | 426 (18.88%) | 103 (18.36%) | 90 (19.61%) | 79 (18.81%) | 76 (19.74%) | 78 (18.1%) | |
Spatula | 728 (32.27%) | 214 (38.15%) | 132 (28.76%) | 148 (35.24%) | 105 (27.27%) | 129 (29.93%) | |
Capsulorhexis Cystotome | 85 (3.77%) | 20 (3.57%) | 18 (3.92%) | 12 (2.86%) | 11 (2.86%) | 24 (5.57%) | |
Phacoemulsifier Tip | 547 (24.25%) | 148 (26.38%) | 91 (19.83%) | 101 (24.05%) | 95 (24.68%) | 112 (25.99%) | |
Irrigation-Aspiration | 456 (20.21%) | 122 (21.75%) | 91 (19.83%) | 98 (23.33%) | 71 (18.44%) | 74 (17.17%) | |
Lens Injector | 66 (2.93%) | 14 (2.5%) | 11 (2.4%) | 14 (3.33%) | 13 (3.38%) | 14 (3.25%) | |
Capsulorhexis Forceps | 108 (4.79%) | 33 (5.88%) | 21 (4.58%) | 22 (5.24%) | 21 (5.45%) | 11 (2.55%) | |
Katena Forceps | 29 (1.29%) | 8 (1.43%) | 3 (0.65%) | 8 (1.9%) | 3 (0.78%) | 7 (1.62%) | |
All | 1778 (78.81%) | 462 (82.35%) | 345 (75.16%) | 344 (81.9%) | 296 (76.88%) | 331 (76.8%) |
