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