https://github.com/nirmit27/dog-vs-cat-classification

A binary image classification model based on Transfer Learning for distinguishing images of dogs from cats.
https://github.com/nirmit27/dog-vs-cat-classification

binary-classification deep-learning glob image-classification image-processing jupyter-notebook machine-learning opencv opencv2 python tensorflow transfer-learning

Last synced: 6 days ago
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A binary image classification model based on Transfer Learning for distinguishing images of dogs from cats.

• Host: GitHub
• URL: https://github.com/nirmit27/dog-vs-cat-classification
• Owner: nirmit27
• Created: 2024-07-28T04:05:43.000Z (4 months ago)
• Default Branch: main
• Last Pushed: 2024-08-18T11:16:32.000Z (3 months ago)
• Last Synced: 2024-08-18T12:31:43.931Z (3 months ago)
• Topics: binary-classification, deep-learning, glob, image-classification, image-processing, jupyter-notebook, machine-learning, opencv, opencv2, python, tensorflow, transfer-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 3.7 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        


Dog vs. Cat Image Classification

A binary image classification model based on Transfer Learning for distinguishing images of dogs from cats.



## Model

The pre-trained **MobileNet-v2** SSD-based object detection model trained on Open Images V4 with ImageNet pre-trained MobileNet V2 as image feature extractor, downloaded from the link down below.

> [MobileNet-v2 model](https://www.kaggle.com/models/google/mobilenet-v2/TensorFlow2/tf2-preview-feature-vector/4)

## Dataset

Accept the Challenge's "Terms and Conditions" in the **Rules** section before downloading the dataset from the link down below.

> [Kaggle Competitions dataset](https://www.kaggle.com/competitions/dogs-vs-cats-redux-kernels-edition/data)