Table 3.
Paper | Normal | Pneumonia | COVID-19 | Total images |
---|---|---|---|---|
[63] | 25 | N/A | 25 | 50 |
[27] | 50 | N/A | 50 | 100 |
[28] | 504 | 700 | 224 | 1428 |
[29] | N/A | 1431 | 100 | 1531 |
[22] | 1583 | 4290 | 68 | 5941 |
[49] | 1579 | 1485 | 423 | 3497 |
[30] | 15 | N/A | 25 | 40 |
[31] | 85 | N/A | 85 | 170 |
[50] | N/A | 5551 | 358 | 5909 |
[54] | 3450 | N/A | 455 | 3905 |
[86] | 8066 | 5538 | 259 | 13,863 |
[32] | 207 | N/A | 207 | 414 |
[33] | N/A | 320 | 135 | 455 |
[87] | 179 | 179 | 179 | 537 |
[34] | 310 | 654 | 284 | 1248 |
[66] | 7595 | 8792 | 313 | 16700 |
[58] | N/A | N/A | 120 | 120 |
[35] | 8851 | 6054 | 180 | 15085 |
[88] | 2400 | 2600 | 536 | 5536 |
[23] | 127 | 127 | 127 | 381 |
[59] | 137 | N/A | 137 | 274 |
[36] | 350 | 322 | 225 | 947 |
[37] | 8066 | 5521 | 183 | 13,770 |
[38] | 44,993 | 14,777 | 167 | 59,937 |
[39] | 9039 | 2306 | 318 | 11,663 |
[89] | 8851 | 6045 | 215 | 15,111 |
[40] | 1591 | 4706 | 105 | 6402 |
[41] | 191 | 131 | 180 | 502 |
[53] | 1000 | 54 | 90 | 1144 |
[90] | N/A | N/A | 462 | 462 |
[51] | 8066 | 5551 | 358 | 13,975 |
[69] | 80 | N/A | 105 | 196 |
[24] | 1000 | 1000 | 239 | 2239 |
[70] | N/A | N/A | 423 | 710 |
[91] | 1579 | 2760 | 462 | 4801 |
[42] | 15,000 | 15,000 | 99 | 30,099 |
[43] | 8851 | 6045 | 386 | 15,282 |
[71] | 1126 | NS | 1050 | 114,742 |
[72] | 388 | 1000 | 500 | 2191 |
[92] | 2880 | 5179 | 415 | 8474 |
[25] | 1000 | 2000 | 309 | 3309 |
[48] | 25 | N/A | 25 | 50 |
[44] | N/A | 120 | 326 | 1312 |
[60] | 3520 | 500 | 250 | 4281 |
[67] | N/A | 1583 | 305 | 1888 |
[52] | 13410 | 13,450 | 8640 | 35,500 |
[45] | 554 | 554 | 154 | 1262 |
[46] | 505 | 512 | 236 | 1253 |
[61] | 377 | N/A | 377 | 754 |
[47] | 668 | 619 | 132 | 1419 |
Total | 168,223 | 127,456 | 21,062 | 430,679 |