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and emergency services, women continue to face serious safety challenges:\r\n\r\n- 🚶‍♀️ **Vulnerability in Public Spaces**  \r\n  Harassment and assault often go unnoticed or unreported.\r\n\r\n- 📵 **Delayed Response**  \r\n  Victims may be unable to call for help in time.\r\n\r\n- 🔍 **Lack of Proactive Detection**  \r\n  Most CCTV systems only record events — they don’t understand when something is wrong.\r\n\r\n- 🛡️ **Insufficient Integration**  \r\n  Alerts, first responders, and nearby safe zones are often not connected in real time.\r\n\r\n- ⏳ **Lost Minutes Matter**  \r\n  Every second’s delay in detecting and notifying responders dramatically increases risk.\r\n\r\n---\r\n\r\n## 💡 Our Solution: AI-Powered SOS Gesture Recognition System\r\n\r\nAn intelligent surveillance system that detects emergency gestures using AI and instantly alerts law enforcement.\r\n\r\n---\r\n\r\n## 🔗 Repositories\r\n\r\n- 👉 **Gesture Recognition Module**: [Gesture_Recognision](https://github.com/liyakhathshaik/Gesture_Recognision)  \r\n- 👉 **Desktop Application (Police Alert System)**: [Desktop_application_women_safety](https://github.com/liyakhathshaik/Desktop_application_women_safety)\r\n\r\n---\r\n\r\n## 🛠️ How It Works\r\n\r\n### 🎥 Video Capture\r\nFixed-location CCTV cameras continuously stream video to a central server.\r\n\r\n### 🖼️ Frame Extraction\r\nEach video stream is processed to extract individual frames in real-time.\r\n\r\n### ✋ Gesture Detection\r\nPython scripts using **OpenCV** and **MediaPipe** analyze each frame.  \r\nIf an SOS gesture is detected, it is flagged for further action.\r\n\r\n### 📦 Event Packaging\r\nThe system packages:\r\n- The detected frame\r\n- Timestamp\r\n- Camera ID  \r\nInto a secure **event packet**.\r\n\r\n### ☁️ Cloud Upload\r\nEvent packets are uploaded to **Firebase Cloud Storage**, tagged to the nearest police station’s bucket.\r\n\r\n### 💻 Desktop Alert App\r\nA desktop app (built using **Electron**) runs at police stations.  \r\nIt continuously polls Firebase and:\r\n- Downloads new events\r\n- Displays the live image and location\r\n- Sounds a real-time alarm to alert officers\r\n\r\n---\r\n\r\n## 🧰 Technologies Used\r\n\r\n| Component              | Tech Used              |\r\n|------------------------|------------------------|\r\n| Gesture Recognition    | OpenCV, MediaPipe      |\r\n| Server Processing      | Python                 |\r\n| Cloud Delivery         | Firebase Cloud Storage |\r\n| Desktop Notification   | Electron.js            |\r\n\r\n---\r\n\r\n## 🚓 Response Flow\r\n\r\n1. **Camera detects SOS gesture** via AI.  \r\n2. **Server processes the event** and uploads to Firebase.  \r\n3. **Desktop app receives alert** at the police station.  \r\n4. **Live image and location are shown**, and an alarm sounds.  \r\n5. **Immediate police action** is dispatched.\r\n\r\n---\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fliyakhathshaik%2Fsafe_gesture","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fliyakhathshaik%2Fsafe_gesture","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fliyakhathshaik%2Fsafe_gesture/lists"}