Table 2 Parameter setting

From: Research on batik image pattern detection based on improved YOLOv11

Parameters

Setup

Specific operation

Blur

p = 0.1

Blur the input image using a random-sized kernel

Advanced Blur

p = 0.1

Blur the input image using a generalized normal filter with a randomly selected parameters

ToGray

p = 0.1

Convert the image to grayscale

CLAHE

p = 0.1

Apply Contrast Limited Adaptive Histogram Equalization to the input image

Flip

p = 0.5

Flip the image up and down

Mosaic

p = 1.0

Combine four images into one

Translation

p = 0.1

Image translation

Erasing

p = 0.4

Randomly erase certain areas of the image

Close mosaic

Last 10 epochs

Time to close Mosaic