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. Author manuscript; available in PMC: 2022 Feb 1.
Published in final edited form as: Med Image Anal. 2020 Nov 19;68:101911. doi: 10.1016/j.media.2020.101911

Table 8:

F1 Scores for different disease and conditions in the Open-i dataset with varying number of discriminative autoencoders (T) in the saliency-based classifier.

T 5 10 15 20 25
Fibrosis 0.25±0.01 0.23±0.01 0.21±0.01 0.24±0.02 0.24±0.03
Hernia 0.65±0.02 0.71±0.07 0.75±0.03 0.70±0.08 0.76±0.02
Pneumonia 0.46±0.13 0.37±0.06 0.45±0.05 0.40±0.10 0.48±0.18
Mass 0.22±0.01 0.20±0.06 0.29±0.05 0.29±0.02 0.21±0.08
Nodule 0.64±0.09 0.72±0.06 0.72±0.02 0.70±0.06 0.70±0.08
Pleural Thickening 0.25±0.02 0.24±0.02 0.26±0.03 0.21±0.04 0.23±0.03
Cardiomegaly 0.69±0.12 0.78±0.02 0.64±0.02 0.77±0.02 0.74±0.07
Edema 0.01±0.02 0.00±0.00 0.09±0.03 0.02±0.02 0.03±0.01
Emphysema 0.45±0.03 0.45±0.02 0.53±0.03 0.44±0.02 0.42±0.01
Consolidation 0.14±0.07 0.13±0.04 0.40±0.1 0.11±0.07 0.05±0.06
Effusion 0.77±0.06 0.70±0.17 0.73±0.03 0.72±0.12 0.62±0.21
Pneumothorax 0.21±0.02 0.24±0.12 0.29±0.01 0.24±0.01 0.30±0.05
Atelectasis 0.22±0.01 0.21±0.02 0.19±0.02 0.23±0.02 0.23±0.01
Infiltration 0.02±0.00 0.02±0.01 0.04±0.01 0.02±0.00 0.02±0.00
No Finding 0.74±0.05 0.79±0.10 0.88±0.02 0.84±0.05 0.85±0.08

Bold fonts indicate the best values in each row.