Table 4.
Metrics | LUAD | LUSC | SCLC | PTB | OP | NL | Macro-avg |
---|---|---|---|---|---|---|---|
Cohorts | |||||||
Precision | |||||||
SYSU1 | 0.80 | 0.75 | 1.00 | 0.89 | 1.00 | 1.00 | 0.91 |
SYSU2 | 0.85 | 0.88 | 0.79 | 0.80 | 0.88 | 0.96 | 0.86 |
SZPHa | 0.97 | 0.84 | 0.94 | – | – | 1.00 | 0.94 |
TCGAb | 0.82 | 0.70 | – | – | – | 1.00 | 0.84 |
Macro-avg | 0.86 | 0.79 | 0.91 | 0.85 | 0.94 | 0.99* | 0.89 |
Recall | |||||||
SYSU1 | 1.00 | 0.75 | 0.77 | 0.80 | 0.60 | 0.93 | 0.81 |
SYSU2 | 0.84 | 0.72 | 0.94 | 0.93 | 0.84 | 0.95 | 0.87 |
SZPHa | 0.93 | 0.97 | 0.67 | – | – | 0.91 | 0.87 |
TCGAb | 0.68 | 0.94 | – | – | – | 0.78 | 0.80 |
Macro-avg | 0.86 | 0.85 | 0.79 | 0.87 | 0.72 | 0.89* | 0.84 |
F1-score | |||||||
SYSU1 | 0.89 | 0.75 | 0.87 | 0.84 | 0.75 | 0.96 | 0.84 |
SYSU2 | 0.85 | 0.79 | 0.86 | 0.86 | 0.86 | 0.95 | 0.86 |
SZPHa | 0.95 | 0.90 | 0.78 | – | – | 0.95 | 0.90 |
TCGAb | 0.74 | 0.80 | – | – | – | 0.88 | 0.80 |
Macro-avg | 0.86 | 0.81 | 0.84 | 0.85 | 0.81 | 0.94* | 0.85 |
aFor the SZPH dataset, no PTB or OP WSIs were available
bFor TCGA dataset, only LUAD, LUSC, and NL WSIs were available
*Maximum Macro-avg value across the datasets of different diseases
Bold font: Maximum value of specific metrics across different data cohorts