Workshop outline

  1.  Introduction to computer vision and its applications in Dentistry
  2.  Overview of the workflow
Data collection
Data annotation
Data preprocessing
Model training
Model deployment
3.  Hands-On Practical Session

Annotating Dental Radiographs
Introduction to annotation tools
Step-by-step annotation of sample radiographs
Preprocessing Data
Techniques for preprocessing dental images
Resizing, normalization, and augmentation methods

Training the Model
Overview of model training concepts
Introduction to Roboflow for model training
Step-by-step guide to setting up a project in Roboflow
Training a model using the annotated preprocessed images
Monitoring training progress and understanding key performance metrics

Model Evaluation and Fine-tuning
Methods for evaluating model performance
Techniques for improving model accuracy

Deployment of the Model
Real-world applications to deploying models using Roboflow