SMART INDIA HACKATHON 2024
• Problem Statement ID - 1605
• Problem Statement Title -
Women Safety Analytics -
Protecting Women from safety threats
• Theme - Miscellaneous
• PS Category - Software
• Team ID – 412-04
• Team Name - Alpha Tech Titans
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*Alpha Tech Titans*
Women Safety Analytics : Protecting Women from Safety Threats
Proposed Solution : Enhancing Women's Safety :
Real-Time Surveillance
Our system utilizes a network of high-definition CCTV cameras strategically placed in high-
risk areas. These cameras are capable of capturing footage in real-time, providing
continuous monitoring of public spaces.
Advanced Analytics
We employ sophisticated AI algorithms trained to identify potential safety threats in real-
time. These algorithms analyze various parameters, including crowd density, suspicious
behavior, and potential threats, enabling early detection and intervention.
Alert System
Once a potential threat is detected, our system triggers immediate alerts to security
personnel, law enforcement, or designated emergency responders. This rapid response
mechanism allows for swift action and minimizes the risk of harm.
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*Alpha Tech Titans*
Technical Approach : AI-Powered Safety Solution
Technologies : Methodology :
•Programming Languages: Python, Java, C++, •Data Collection: Data is collected
JavaScript. through CCTV cameras and fed into AI
•Frameworks: TensorFlow, OpenCV, Keras, models for real-time analysis.
PyTorch. •Real-Time Analysis: The system
•AI/ML Models: Convolutional Neural Networks identifies individuals, tracks their
(CNNs), Deep Learning, YOLO (You Only Look movements, and analyzes their
Once) for real-time object detection. behavior using advanced AI
•Cloud Services: AWS (Amazon Web Services), algorithms.
Microsoft Azure for real-time data processing •Threat Detection Module:
and storage. A sophisticated threat detection
•Databases: SQL, NoSQL databases for storing module identifies suspicious activities
gender distribution and alert logs. such as unusual movements or
•APIs: Twilio for sending emergency SMS alerts, gestures, and generates alerts to notify
Google Maps API for identifying incident security personnel for timely
hotspots. intervention.
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*Alpha Tech Titans*
Feasibility and Viability:
Addressing Challenges
1 Feasibility
The proposed solution is feasible using existing technologies, such as object detection and
image classification models. Current advancements in AI and machine learning make real-
time surveillance and behavior analysis possible.
2 Challenges
•Privacy Concerns: Ensuring that personal data is protected while monitoring public spaces.
•Accuracy in Different Environments: Varying conditions such as poor lighting, high crowd
density, and camera angles could impact detection quality.
•Data Handling: Managing and analyzing large-scale surveillance data in real-time requires
significant processing power and storage.
3 Overcoming Challenges
•Privacy Safeguards: Implement robust privacy protocols to anonymize data and comply with local
regulations.
•Model Optimization: Fine-tune AI models to handle different environments, such as low-light scenarios and
crowded places.
•Cloud Integration: Leverage cloud computing services for scalable data storage and real-time processing of
large surveillance datasets.
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*Alpha Tech Titans*
Impact and Benefits: A Safer
Future for Women
Impacts :
•Enhanced Public Safety : The solution creates safer environments by providing real-time monitoring and instant alerts, directly
contributing to reduced crime rates.
•Empowered Law Enforcement : Authorities can respond faster to potential threats, increasing their ability to prevent crimes
before they escalate.
•Increased Community Confidence : Women feel safer and more secure in public spaces, leading to greater freedom and
participation in social and economic activities.
•Data-Driven Decision Making : Through advanced analytics, decision-makers can better allocate safety resources and improve
the security infrastructure in high-risk areas.
Benefits :
•Proactive Crime Prevention : Real-time detection and analysis help identify and mitigate threats before they occur.
•Real-Time Alerts : Immediate notifications to law enforcement ensure a quick response to potential danger, preventing harm.
•Predictive Insights : Use of gender distribution monitoring, SOS gesture recognition, and high-risk hotspot identification
enables predictive insights, allowing authorities to prevent incidents.
•Efficient Resource Allocation : Data analytics help optimize police patrolling and resource distribution based on risk trends and
historical data.
•Scalable Solution : This AI-driven platform can be implemented across different public spaces, such as parks, streets, and
transportation hubs, providing a scalable approach to public safety.
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*Alpha Tech Titans*
Research and References:
Supporting Our Vision
**Research Topic** **Relevant Links**
Research paper on crime rate https://ieeexplore.ieee.org/stamp/stamp.jsp
prediction : ?tp=&arnumber=10151873
Research Paper On App https://ymerdigital.com/uploads/YMER2304
Tracking : A5.pdf
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