Predicting Employee Layoffs With Machine Learning : A Social Network and Data Mining Approach
T Sai Lalith Prasad, Gunda Monika, Esargundi Rishikesh, Kandagatla Ganesh
Uniform Detection Using Deep Learning applies computer vision techniques to identify and classify
uniforms like identification cards through CNNs. ID cards are important for the proper identification of
persons in any organization, making it easier and fast to determine their association with the institution.
This paper focuses on detecting and authenticating individuals along with their respective ID cards.
By determining whether a person is wearing their assigned ID card, the system ensures that only
authorized individuals gain access to the institution's premises. It also verifies the individual’s affiliation,
enhancing security and minimizing the risk of unauthorized entry. Besides security, the system includes
an attendance tracking feature, allowing educational institutions to manage and monitor attendance
records efficiently. The automation of this process reduces manual intervention, eliminates errors, and
improves operational efficiency. The real-time detection and authentication capabilities make the system
an invaluable tool for environments where ID cards are mandatory. This solution improves security
while making everyday business processes much easier. Future expansion may include sophisticated
tracking features and interfaces with other security systems, which makes it a complete tool for efficient
and secure management.
