Simpsons_Characters_classification

Download the dataset from here: https://www.kaggle.com/alexattia/the-simpsons-characters-dataset/data

Pre-Requisites

• Tensorflow (tensorflow-gpu if you will to re-train the model)
• Keras
• numpy

ResNet Architecture

Identity Block

• resnet.py

Convolutional Block

• resnet.py

Classic ResNet50

Perfomances

Optimizer Adam:

• Learning Rate = 0.001
• Beta1 = 0.9
• Beta2 = 0.999
• epsilon = 1e-08
• decay = 0.002

Callbacks

• EarlyStop
• Reduce Learning Rate on Validation Loss plateu
• ModelCheckPoint

Loss&Metrics

• Categorical CrossEntropy
• Accuracy

Training

• BatchSize = 64
• Epochs = 500 (40)

Training Accuracy: 0.9998

Testing Accuracy: 1

Training Loss: 0.0012

Testing Loss: 0.0014

Thank you!