A Transparent YOLOv12-Based Pipeline for High- Density Crowd Analytics via Point Regression and Spatial-Entropy XAI

Dr. S. Sri Lakshmi Parvathi,
Shaik Mateen, Tumati Anil Kumar, Makkena Venkata Sai Nagendra,
Peeriga James

Sri Lakshmi Parvathi S, Shaik M, Tumati AK, Makkena VSN, Peeriga J. A Transparent YOLOv12- Based Pipeline for High-Density Crowd Analytics via Point Regression and Spatial-Entropy XAI. GJEIIR. 2026;6(3):211.