TABLE I. Comparison Based on Number of Positive and Negative Samples Between Proposed Multilevel Deep-Aggregated Boosted Network (MDA-BN) and Various State-of-the-Art Methods. “N/A” Means “not Available”.
| Literature | Modality | #Scans(#Subjects) | |
|---|---|---|---|
 ive
|
 ive
|
||
| Minaee et al. [6] | X-Ray | 184(N/A) | 5000(N/A) |
| Khan et al. [7] | X-Ray | 790(N/A) | 802(N/A) |
| Martínez et al. [8] | X-Ray | 120(120) | 120(120) |
| Misra et al. [9] | X-Ray | 184(N/A) | 5824(N/A) |
| Farooq et al. [10] | X-Ray | 68(45) | 5873(2794) |
| Ardakani et al. [11] | CT | 510(108) | 510(86) |
| Oh et al. [12] | X-Ray | 180(118) | 322(322) |
| Singh et al. [13] | CT | 345(N/A) | 315(N/A) |
| Li et al. [14] | CT | 305(251) | 2370(2344) |
| Pereira et al. [15] | X-Ray | 90(N/A) | 1054(N/A) |
| Das et al. [16] | X-Ray | 162(N/A) | 6683(N/A) |
| Khan et al. [17] | X-Ray | 284(N/A) | 967(N/A) |
| Asnaoui et al. [18] | X-Ray | 231(N/A) | 5856(N/A) |
| Brunese et al. [19] | X-Ray | 250(N/A) | 6273(N/A) |
| Jaiswal et al. [29] | CT | 1262(60) | 1230(60) |
| Apostolopoulos et al. [30] | X-Ray | 448(N/A) | 2422(N/A) |
| Tsiknakis et al. [31] | X-Ray | 122(122) | 450(450) |
| Proposed |
X-Ray
 CT
|
6550(1660) | 6360(5272) |