Plant Seedlings Classification

This repository contains my solution for the Kaggle Plant Seedlings Classification Contest

Description

Models

• Trained on 4 models : Xception, InceptionV3, ResNet50 and InceptionResNetV2 with different hyperparameters
• InceptionResNetV2 gave the best LB, followed by Xception

Ensembles

• Averaged the output predictions of InceptionResNetV2 and Xception, which did not result in a considerable improvement
• Stacking using XGBoost

Experimental

• Segmenting plants from background and training on segmented images (WIP)

What worked

• Aggresive Data Augmentation worked like a charm
• Larger image dimensions ((300,300), (400,400)) improved LB