Test-time augmentation

technique

TTA shows the model a few slightly changed versions of the same photo, then combines the answers so one odd frame matters less. It can lift accuracy, but it multiplies the cost of every prediction.

For engineers: aggregate predictions over augmented copies at inference; here 12 copies plus the original, with the gain too small to justify the inference multiplier on a large camera fleet.