Please enable JavaScript.
Coggle requires JavaScript to display documents.
Mobile Application in Image Processing and OpenAI for Outfit Suggestions -…
Mobile Application in Image Processing and OpenAI for Outfit Suggestions
Preprocessing
Face Detection
Use pre-trained model to detect and crop faces
Normalization
Resize images
Adjust brightness/contrast
Data Collection
Face Shape
Collect dataset with various face shapes
Skin Tone
Collect dataset with various skin tones
Outfit Suggestion
Gather data on recommendations
Model Architecture
Face Shape Classification
Use CNN (MobileNet/ResNet)
Skin Tone Classification
Use CNN for wide range of skin tone
Tools and Libraries
TenserFlow
OpenCV/Dlib
LabelImg
TenserFlow Hub
Deployment
Model Export
Use TensorFlow SavedModel format
Deployment
TensorFlow Serving or TensorFlow Lite
Integration
Model Integration
Integrate detection models into pipeline
Outfit Recommendations
Create rule-based system
Training
Building and Training Models
Use TensorFlow and tf.keras API
Split data into sets
Use data augmentation
Model Evaluation
Evaluate performance
Fine-tune model
OpenAI API
Adding Clothes to Closet
Upload pictures/description
Save items to closet
Generating Outfit Suggestions
Describe occasion/mood to AI
AI suggests outfits based on trends and color theory