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 |