Object Detection Model Implementation

Project scope
Categories
Software development Machine learning Artificial intelligenceSkills
object detection convolutional neural networks research artificial intelligenceThe goal of this project is to implement a free or open-source object detection model capable of identifying key objects and their positions within an image or in each frame of a video.
The model should improve Emozo AI's capabilities in detecting and tracking objects, enhancing the accuracy of visual analysis.
Research and Selection of Object Detection Model
- Explore free and open-source object detection models (e.g., YOLO, SSD, Faster R-CNN) that are suitable for Emozo AI’s needs.
- Select a model based on accuracy, performance, and ease of integration.
- Deliverable: Model selection report with reasoning and comparison of options.
Build a Proof of Concept (the Emozo team will provide guidance, as necessary)
- Develop a basic, but functional module that implements the selected model and demonstrates the object detection functionality
- Deliverable: Functional object detection model
Testing and Evaluation
- Test the model on a diverse set of images and videos to ensure accuracy and efficiency in detecting objects.
- Evaluate the developed module for integration compatibility with Emozo's platform
- Deliverable: Test report summarizing model performance and accuracy metrics.
Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
About the company
Emozo AI is a technology company specializing in emotional intelligence solutions through advanced AI-driven tools. Their focus is on analyzing human emotions, behavior, and engagement across various digital platforms. Emozo AI offers innovative products and services that help businesses gain deeper insights into customer experiences, enabling them to optimize interactions, drive engagement, and improve decision-making through data-driven emotional analysis. The company is committed to leveraging cutting-edge AI technologies to create impactful and personalized customer experiences.