Table 7.
The results for face database (test #1, ORL).
Trial | Images | Number of hidden layers and number of neurons |
Persons per module |
Rec. rate |
Error | |
---|---|---|---|---|---|---|
Training | Testing | |||||
1 | 80% (1, 2, 3, 4, 7, 8, 9, and 10) |
20% (5 and 6) |
5 (109, 109, 69, 74, 210) 5 (175, 32, 170, 214, 86) 4 (117, 52, 134, 197) 4 (190, 162, 99, 81) 5 (111, 130, 247, 160, 64) 4 (111, 250, 116, 127) |
Module #1 (1 to 4) Module #2 (5 to 12) Module #3 (13 to 15) Module #4 (16 to 24) Module #5 (25 to 33) Module #6 (34 to 40) |
100% (80/80) |
0 |
| ||||||
2 | 80% (1, 3, 4, 5, 6, 7, 8, and 10) |
20% (2 and 9) |
5 (52, 188, 138, 154, 71) 5 (216, 183, 74, 142, 112) 5 (73, 204, 139, 94, 114) 5 (101, 124, 144, 207, 133) 4 (96, 205, 157, 238) 5 (46, 160, 86, 119, 105) 5 (138, 169, 152, 146, 48) 5 (32, 65, 173, 156, 56) |
Module #1 (1 to 5) Module #2 (6 to 15) Module #3 (16 to 17) Module #4 (18 to 19) Module #5 (20 to 29) Module #6 (30 to 32) Module #7 (33 to 38) Module #8 (39 to 40) |
100% (80/80) |
0 |
| ||||||
3 | 80% (1, 2, 4, 5, 7, 8, 9, and 10) |
20% (3 and 6) |
5 (158, 67, 80, 49, 124) 5 (138, 72, 51, 87, 218) 5 (138, 176, 108, 21, 139) 5 (136, 46, 66, 41, 68) 5 (182, 40, 246, 104, 45) 5 (126, 202, 171, 45, 228) 5 (228, 153, 133, 199, 85) 4 (98, 140, 72, 188) |
Module #1 (1 to 3) Module #2 (4 to 5) Module #3 (6 to 13) Module #4 (14 to 18) Module #5 (19 to 23) Module #6 (24 to 25) Module #7 (26 to 30) Module #8 (31 to 40) |
100% (80/80) |
0 |
| ||||||
4 | 80% (1, 3, 4, 5, 7, 8, 9, and 10) |
20% (2 and 6) |
5 (39, 55, 21, 84, 210) 1 (224) 3 (98, 204, 243) 5 (61, 86, 237, 49) 2 (199, 62) 1 (180) 5 (206, 29, 240, 215, 105) |
Module #1 (1 to 7) Module #2 (8 to 9) Module #3 (10 to 12) Module #4 (13 to 17) Module #5 (18 to 26) Module #6 (27 to 34) Module #7 (35 to 40) |
100% (80/80) |
0 |
| ||||||
5 | 80% (1, 2, 3, 5, 6, 7, 8, and 10) |
20% (4 and 9) |
5 (75, 156, 197, 128, 233) 5 (225, 87, 193, 58, 182) 5 (161, 240, 36, 157, 151) 5 (228, 222, 64, 102, 132) 5 (161, 50, 80, 175, 105) 5 (150, 105, 194, 122, 80) 5 (121, 116, 122, 88, 42) 5 (66, 210, 92, 48, 179) |
Module #1 (1 to 4) Module #2 (5 to 13) Module #3 (14 to 16) Module #4 (17 to 23) Module #5 (24 to 26) Module #6 (27 to 29) Module #7 (30 to 31) Module #8 (32 to 40) |
100% (80/80) |
0 |