Image Augmentation

[sedflix]

@Taejas can you please add those points about getting errors? Like zoom in or zoom out?

[sedflix]

• Minor differences in distance from which images are taken, leading in differences in size.
• Flowers closer to camera are larger, flowers farther away are smaller.
• Flowers closer to the camera have more of a top-down view, flowers farther away have more of a side view.
• Flowers have different orientations.
• Shape of the flowers isn't consistent - some have petals more opened up, some have petals closer together.
• Flowers at boundary of images only partially visible.
• Flowers overlapping with other flowers of the same colour often appear to be a single flower.
• Some flowers are partially hidden by leaves/another flower of a different color.
• A few flowers (especially pink) have a noticeable shade difference (more towards orange).
• Some flowers (especially closer to edges of the image) are blurry, possibly due to improper focus or an unsteady hand while clicking picture.
• Some flowers are in the shadow, making them appear of a darker shade.