Human_Emotions_Detectors

Overview

• Dataset Management
  • Layer Augmentation
  • Cutmix Augmentation
• Modelling from Scratch
  • LeNet
  • ResNet34
  • Vision Transformer
• Transfer Learning
  • EfficientNet
  • MobileNetV2
  • HuggingFace ViT
• Training
  • Class Weighting
  • Callbacks
• Evaluation and Testing
  • Confusion Matrix
• Visualization
  • Feature Map Visualization
  • GradCam
• Export to Onnx format
  • Conversion
  • Inference
  • Quantization
• Pruning

Highlights

Datasets

Patch Encoder (Vision Transformer)

Unveilling the Black Box (Visualizing)