Natural Scenes' Classification System (An Intel Challenge)
Sayak Paul
Kolkata, West Bengal
- 0 Collaborators
The project shows my experiments for Intel's Scene Classification challenge. ...learn more
Project status: Under Development
Intel Technologies
AI DevCloud / Xeon,
Intel Python
Overview / Usage
This project is based on the Intel Scene Classification Challenge which was released by Analytics Vidhya in collaboration with Intel.
The dataset consists of the different types of images (of 150x150 dimensions) which are nothing but natural scenes. The categories particularly were given as:
- Buildings
- Forest
- Glacier
- Mountain
- Sea
- Street
The task is to classify images with respect to the above categories.
Methodology / Approach
The dataset has a decent amount of similarity with the classic Imagenet dataset. So the choice of using a model already trained on the Imagenet dataset came quite naturally to me. The next challenge was to fine-tune the model and set the hyperparameters accordingly. I have detailed my approach in the accompanying notebook of the project. Readers are requested to take a look at it and let me know what they think.
Technologies Used
Python
Fastai
Google Cloud Platform
Repository
https://github.com/sayakpaul/Intel-Scene-Classification-challenge