Augmentation Studio

Visualize and customize data augmentation techniques including MixUp and CutMix

Augmentation Controls

15°
100%
+10%
5%
σ = 2

Augmentation Preview

Standard
MixUp
CutMix
CutOut
Original Image
Augmented Image
transform = transforms.Compose([
    transforms.RandomRotation(degrees=15),
    transforms.RandomHorizontalFlip(p=0.5),
    transforms.ColorJitter(brightness=0.1),
    transforms.ToTensor(),
    transforms.Normalize(mean=[0.485, 0.456, 0.406],
                       std=[0.229, 0.224, 0.225])
])

Sample Images

Augmentation Stats

12
Active Augmentations
85%
Data Diversity
Med
Intensity Level
+3.2%
Expected Accuracy

Technique Info

Standard Augmentation: Traditional data augmentation techniques including geometric transformations, color adjustments, and noise injection.