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Object-Insight

Google Docs - Object Insight Report

Models

  • Open in Colab Model Trained from Scratch

  • Open in Colab Model Trained with Tranfer Learning

Project Overview

Developed an object feature visualizer using the VGG19 Model with various visualization algorithms including Receptive Field, Backpropagation, Deconvnet, Guided-backpropagation, Grad-CAM, and Guided Grad-CAM. This project culminated in a comprehensive report analyzing the effectiveness and nuances of these different techniques.

Tools Used

  • Tensorflow
  • Keras
  • Scikit-learn
  • Pandas
  • Matplotlib
  • Python

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