Layer (1-11) | Volume | Parameters | Layer (12-22) | Volume | Parameters |
INPUT | 224 × 224 × 3 | 0 | CONV3-512 | 28 × 28 × 512 | (3 * 3 * 256) * 512 = 1,179,648 |
CONV3-64 | 224 × 224 × 64 | (3 * 3 * 3) * 64 = 1,728 | CONV3-512 | 28 × 28 × 512 | (3 * 3 * 512) * 512 = 2,359,296 |
CONV3-64 | 224 × 224 × 64 | (3 * 3 * 64) * 64 = 36,864 | CONV3-512 | 28 × 28 × 512 | (3 * 3 * 512) * 512 = 2,359,296 |
POOL2 | 112 × 112 × 64 | 0 | POOL2 | 14 × 14 × 512 | 0 |
CONV3-128 | 112 × 112 × 128 | (3 * 3 * 64) * 128 = 73,728 | CONV3-512 | 14 × 14 × 512 | (3 * 3 * 512) * 512 = 2,359,296 |
CONV3-128 | 112 × 112 × 128 | (3 * 3 * 128) * 128 = 147,456 | CONV3-512 | 14 × 14 × 512 | (3 * 3 * 512) * 512 = 2,359,296 |
POOL2 | 56 × 56 × 128 | 0 | CONV3-512 | 14 × 14 × 512 | (3 * 3 * 512) * 512 = 2,359,296 |
CONV3-256 | 56 × 56 × 256 | (3 * 3 * 128) * 256 = 294,912 | POOL2 | 7 × 7 × 512 | 0 |
CONV3-256 | 56 × 56 × 256 | (3 * 3 * 256) * 256 = 589,824 | FC-1 | 1 × 1 × 4096 | 7 * 7 * 512 * 4096 = 102,760,448 |
CONV3-256 | 56 × 56 × 256 | (3 * 3 * 256) * 256 = 589,824 | FC-2 | 1 × 1 × 4096 | 4096 * 4096 = 16,777,216 |
POOL2 | 28 × 28 × 256 | 0 | FC-3 | 1 × 1 × 2622 | 4096 * 2622 = 10,739,712 |