Table 3.
S. No. | Class Name | EfficientNet B0 | Effimix | Combined Model | ||||||
---|---|---|---|---|---|---|---|---|---|---|
F1 | Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | ||
1 | barretts-short | 0.941 | 0.932 | 0.949 | 0.64 | 0.71 | 0.58 | 0.96 | 0.97 | 0.95 |
2 | barretts | 0.937 | 0.91 | 0.95 | 0.67 | 0.77 | 0.58 | 0.99 | 0.94 | 0.97 |
3 | bbps-0-1 | 0.97 | 0.97 | 0.98 | 0.98 | 0.99 | 0.97 | 0.99 | 1 | 0.99 |
4 | bbps-2-3 | 0.99 | 0.99 | 1 | 1 | 1 | 1 | 0.99 | 1 | 0.99 |
5 | cecum | 0.97 | 1 | 0.94 | 0.99 | 0.99 | 0.99 | 1 | 1 | 1 |
6 | dyed-lifted-polyps | 0.95 | 0.97 | 0.94 | 0.77 | 0.84 | 0.81 | 0.96 | 1 | 0.94 |
7 | dyed-resection-margins | 0.96 | 0.95 | 0.97 | 0.83 | 0.78 | 0.88 | 0.96 | 0.94 | 1 |
8 | esophagitis-a | 0.85 | 0.87 | 0.83 | 0.44 | 0.45 | 0.43 | 0.92 | 0.92 | 0.91 |
9 | esophagitis-b-d | 0.93 | 0.97 | 0.89 | 0.69 | 0.65 | 0.74 | 0.96 | 0.96 | 0.97 |
10 | hemorrhoids | 1 | 1 | 1 | 0.98 | 0.97 | 1 | 1 | 1 | 1 |
11 | ileum | 0.99 | 0.99 | 1 | 0.99 | 0.98 | 1 | 1 | 1 | 1 |
12 | impacted-stool | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 1 | 0.99 | 0.99 | 1 |
13 | polyps | 1 | 1 | 1 | 0.98 | 0.99 | 0.98 | 0.99 | 1 | 0.99 |
14 | pylorus | 0.96 | 0.93 | 1 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 1 |
15 | retroflex-rectum | 0.98 | 0.99 | 0.97 | 0.94 | 0.97 | 0.91 | 0.99 | 0.99 | 0.98 |
16 | retroflex-stomach | 0.98 | 0.99 | 0.98 | 0.92 | 0.89 | 0.95 | 0.99 | 0.99 | 0.99 |
17 | ulcerative-colitis-grade-0-1 | 0.93 | 0.88 | 0.99 | 0.94 | 0.91 | 0.96 | 0.98 | 0.96 | 1 |
18 | ulcerative-colitis-grade-1-2 | 1 | 1 | 1 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 1 |
19 | ulcerative-colitis-grade-1_ | 0.91 | 0.94 | 0.88 | 0.72 | 0.78 | 0.67 | 0.95 | 0.99 | 0.91 |
20 | ulcerative-colitis-grade-2-3 | 0.97 | 1 | 0.95 | 0.94 | 0.89 | 0.99 | 0.99 | 0.98 | 1 |
21 | ulcerative-colitis-grade-2 | 0.87 | 0.9 | 0.84 | 0.66 | 0.7 | 0.63 | 0.95 | 0.96 | 0.94 |
22 | ulcerative-colitis-grade-3 | 0.95 | 0.92 | 0.98 | 0.86 | 0.8 | 0.93 | 0.96 | 0.92 | 1 |
23 | z-line | 0.88 | 0.84 | 0.92 | 0.6 | 0.54 | 0.68 | 0.95 | 0.96 | 0.94 |
Average | 0.95 | 0.95 | 0.95 | 0.84 | 0.85 | 0.85 | 0.97 | 0.97 | 0.97 |