Table 2 Performance of Random Forest Model in Identifying Brick Kiln Points Across Different Regions and Subsequent YOLO Detection Results.

From: Brick Kiln Dataset for Pakistan’s IGP Region Using AI

Region

Total Points Identified by RF

Brick Kilns Detected by YOLO

Percentage Detected (%)

Northern Punjab and KP

9,337

6,706

71.8%

Sindh and Southern Punjab

11,536

4,271

37.0%

Regions without Sentinel-2 Imagery (Google Maps Static API only)

—

301

—

Total

20,873

11,277

54.0%