The Performance Research of the Data Augmentation Method for Image Classification

Figure 1

Examples of selected ImageNet images; the two images to the left of the black straight line show the different object shapes of pumpkin;the bottom image is the natural shape of pumpkin; the pumpkin in the top image was cooked into pumpkin pie and varies from the natural one. To the right of the black straight lines from left to right, top to down is the category–person, butterfly, bottle, deer, dog, boat, football, pig, table lamp, and pumpkin.