Stefaron/trash-classifier

Trash Classifier Model

This model is a fine-tuned ResNet50 for classifying trash images into categories such as plastic, paper, glass, metal, and others.

Dataset

• Dataset: TrashNet
• Number of Classes: 6 (Plastic, Metal, Paper, Glass, Cardboard, Trash)

Model Details

• Base Model: ResNet50 (pretrained on ImageNet)
• Fine-tuning: Input layer adjusted for 6 classes.
• Input Shape: (384, 384, 3)
• Learning Rate: 0.0001
• Optimizer: Adam

Performance

• Accuracy F1-Scores: 92%

How to Use

Load the model and use it for inference:

import tensorflow as tf
model = tf.keras.models.load_model("Stefaron/trash-classifier/best_model.keras")