Hello World! I'm Abdoul Aziz Moussa 👋
Explore my data science repositories, cloud architecture diagrams, and dashboard portfolio below. Some sections are still under development.
Real-Time Object Detection
This tool will allow you to upload a video and perform real-time object detection using a COCO-SSD model via WebAssembly.
Business Use Cases
- Surveillance and Security: Monitor video feeds for unauthorized access.
- Retail Analytics: Analyze customer behavior and optimize store layouts.
- Traffic Monitoring: Monitor traffic flow and detect accidents.
- Healthcare: Monitor patients and detect falls in care facilities.
- Sports Analysis: Analyze player movements and strategies.
- Autonomous Vehicles: Detect and respond to objects in the environment.
- Augmented Reality: Integrate with AR experiences for interactive applications.
Limitations
- Accuracy: Object detection models may not always accurately identify objects, especially in complex or cluttered scenes.
- Performance: Real-time processing can be resource-intensive, potentially leading to slower performance on less powerful devices.
- Lighting Conditions: Poor lighting can affect the model's ability to detect objects accurately.
- Occlusion: Objects that are partially obscured may not be detected correctly.
- Model Limitations: The COCO-SSD model is trained on a limited set of object classes and may not recognize objects outside of this set.
- Privacy Concerns: Use of object detection in surveillance may raise privacy issues.