Table 2. Analysis results between original images and rotated images
Contents | Pixel | Top1 / Top3 / Top5 (Numbers) | Top1 / Top3 / Top5 Accuracy(%) |
VGG-16 | Images rotated by 90° | 224 × 224 | 268 / 376 / 425 | 46 / 68 / 76 |
448 × 448 | 478 / 520 / 536 | 86 / 94 / 96 |
Images rotated by 180° | 224 × 224 | 156 / 192 / 219 | 28 / 34 / 39 |
448 × 448 | 425 / 470 / 493 | 76 / 85 / 89 |
Images rotated by 270° | 224 × 224 | 277 / 378 / 408 | 50 / 68 / 73 |
448 × 448 | 464 / 470 / 493 | 83 / 85 / 89 |
ResNet50 | Images rotated by 90° | 224 × 224 | 152 / 377 / 425 | 27 / 68 / 76 |
448 × 448 | 456 / 512 / 527 | 82 / 92 / 95 |
Images rotated by 180° | 224 × 224 | 192 / 312 / 371 | 35 / 56 / 67 |
448 × 448 | 483 / 540 / 546 | 87 / 97 /98 |
Images rotated by 270° | 224 × 224 | 276 / 381 / 433 | 50 / 68 / 78 |
448 × 448 | 447 / 513 / 530 | 80 / 92 / 95 |
a: A total of 556 images are the target of the comparative experiment