Object Detection Model Implementation

Closed
Emozo Labs, Inc.
Waterloo, Ontario, Canada
President
3
Project
Academic experience
150 hours of work total
Learner
Anywhere
Advanced level

Project scope

Categories
Software development Machine learning Artificial intelligence
Skills
object detection convolutional neural networks research artificial intelligence
Details

The 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.

Deliverables

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.



Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

About the company

Company
Waterloo, Ontario, Canada
2 - 10 employees
It & computing, Business services, Technology

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.