prakash2903 / ClassiPic

Image classifier (cifar10)

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

📸 ClassiPic - An Image classifier 🔍

Image classification system with GUI using Convolutional Neural Network for the CIFAR-10 dataset

CNN Architecture ⚙️

  • Designed using the TensorFlow and Keras framework.

  • The model comprises

    • Convolutional layers with rectified linear unit (ReLU) activation
    • Max-pooling layers for downsampling
    • Flattening layer
    • Dense layers.
  • The output layer uses "softmax activation" for multi-class classification.

Graphical User Interface (GUI) 🎨🖱️

  • Developed using the " TaiPy " library, allowing users to interact with the image classifier.

  • Provides an image selector, prediction display, and an indicator for the predicted class probability.

  • Users can visualize the model's predictions in real-time by selecting an image through the GUI.


About

Image classifier (cifar10)


Languages

Language:Jupyter Notebook 99.4%Language:Python 0.6%