Research Article

A VidEo-Based Intelligent Recognition and Decision System for the Phacoemulsification Cataract Surgery

Table 2

The training and testing sets in the experiments for eye detection, probe tracking, and cataract grading.

Training set Testing set

Eye detection (video frames)
1000 1000

Probe tracking (videos)
Video 1 Videos 2, 3, 4, and 5

Cataract grading (video frames)
Normal tissue 446 444
Grade I 293 296
Grade II 184 183
Grade III 37 33
Grade IV 28 30
Grade V 12 14

Total 1000 1000