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Human Emotion Detection

This project explores multiple convolutional architectures for detecting human emotions from facial expressions.


Example Prediction After Training ResNet34 model for 60 epochs

resnet_prediction

CNN (2 Conv2D)

  • 20 Epochs
Image Image
Accuracy over 20 epochs Loss over 20 epochs

CUTMIX

  • 3 epochs
Image Image
Accuracy: 3 epochs Loss: 3 epochs
  • 20 epochs
Image Image
Accuracy: 20 epochs Loss: 20 epochs

ResNet

  • ResNet34 with 60 epochs
Image Image
Accuracy: 60 epochs Loss: 60 epochs

Transfer Learning With EfficientNet

ViT

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