The Landmarks of Lagos

Check it Out!

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The aim of this project is to build an application that can classify seven (7) popular architectural landmarks that can be found in Lagos state, Nigeria. These landmarks include

• Aro Meta Statue

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• Cathedral Church of Christ, Marina

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• Civic Center & Towers Lagos

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• Lekki-Ikoyi Link Bridge

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• National theatre lagos

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• Necom house lagos

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• Tafawa Balewa Square (TBS)

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The data was scraped using the Google Image Scraper tool to extract all the images from Google

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• Extracted the data

• Arranged and label the data

• Performed various Data Preprocessing techniques such as converting images into tensors and feature normalization/scaling

• Convolutional Neural Networks (CNN) using Data Augmentation and Transfer Learning / Pretrained Model to achieved best performance

• Tuned Inception V3 achieved best performance with 99% training accuracy and 97.2% test accuracy

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Model Performamce

Accuracy with Confusion Matrix was used to evaluate performance.

• Tuned Inception V3 with Data Augmentation
  • Training Accuracy : 99%
  • Testing Accuracy : 97.2%
  • Confusion Matrix

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Model Deployment

The final model with the best score was deployed on a web application built with Streamlit

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