fixed the random rotation augmentation inconsistency #155
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Update Augmentation Pipeline to Improve Coverage and Efficiency
Description of Changes
RandomRotation
to cover a full 360-degree range (angle=[0, 360], sample_style="range"
), replacing the previous fixed[90, 90]
which provided no rotation augmentation.RandomFlip
probability from0.4
to0.5
for a simpler and more balanced augmentation strategy.RandomFlip
withhorizontal=True
instead of separate horizontal and vertical flips.Justification
[90, 90]
effectively applied no rotation variation. The updated 360-degree range ensures diverse rotations and better augmentation coverage.0.5
aligns with the standard approach, ensuring equal chances of flipping or not flipping, which simplifies implementation and interpretation.Impact
This change improves the diversity and efficiency of the augmentation pipeline, ensuring a better-distributed dataset for training.