People's safety has become a major problem in many areas like malls, railway stations and streets where people gather in crowds. Managing this crowd is a huge task. Crowd evaluation has these days received a good deal interest for its wide variety of packages usage, such as video surveillance. It has been an active research topic in machine learning (ML) and computer vision using continuous videos. Crowded conditions may also originate from several scenarios, posing protection and safety concerns. The crowd size and dynamics of crowds affect the safety of the people.......
Keywords: ESP32--Microcontroller, LCD 16*2, Python Software IDE, Machine Learning, YOLO.
[1].
Elshahawy, Manar, Ahmed O. Aseeri, Shaker El-Sappagh, Hassan Soliman, Mohammed Elmogy, And Mervat Abu-Elkheir. "Identification And Classification Of Crowd Activities." Cmc-Computers Materials & Continua 72, No. 1 (2022): 815-832.
[2].
Kumar, Krishnakant, Augustya Shukla, Pratoosh Garg, Sanskar Sahu, And Pallavi Shukla. "Leveraging Machine Learning For Real-Time Crowd Control And Safety At Kumbh Mela." In 2025 3rd International Conference On Communication, Security, And Artificial Intelligence (Iccsai), Vol. 3, Pp. 1416-1422. Ieee, 2025.
[3].
Basthikodi, Mustafa, B. Vidya, Elvicia Miriam Pinto, Mohammed Basith, And Srinivas A. Rao. "Ai Based Automated Framework For Crime Detection And Crowd Management." In 2024 Second International Conference On Advances In Information Technology (Icait), Vol. 1, Pp. 1-6. Ieee, 2024.
[4].
Babu, M. Ganesh, C. P. Bhalaji, S. Rajendran, And V. Agnes Idhaya Selvi. "Iot Based Crowd Estimation And Stranger Recognition In Closed Public Areas." In 2021 Second International Conference On Electronics And Sustainable Communication Systems (Icesc), Pp. 763-773. Ieee, 2021.
[5].
Rangdale, Sonali, Nitesh Jadhav, Sujit Solav, Narayan Gayake, Samarth Nanware, Salunke Dipmala, And Pallavi Tekade. "A Survey On Crowd Detection And Management Using Deep Learning." In Iet Conference Proceedings Cp860, Vol. 2023, No. 22, Pp. 224-232. Stevenage, Uk: The Institution Of Engineering And Technology, 2023.