Plant Pathology Kaggle (2020)

Link to competition: https://www.kaggle.com/c/plant-pathology-2020-fgvc7

Obtained a score of 0.958/1, currently ranked in the top half of the leaderboard. (17 May 2020)

By Craioveanu Sergiu-Ionut

Prerequisites

• Google Colab/IPython Notebook
• PyTorch
• Fast.ai
• Google Drive
• GPU/TPU (Optional, but highly recommended)

To make sure versions match, run these starting instructions (similar to the ones found in the notebook)

!pip uninstall torch -y
!pip uninstall torchvision -y
!pip install torch==1.4.0 torchvision==0.5.0

!curl -s https://course.fast.ai/setup/colab | bash

Kaggle Setup

!pip install --upgrade --force-reinstall --no-deps kaggle

# set kaggle json dir
import os
#Personal example
os.environ['KAGGLE_CONFIG_DIR'] = "/content/drive/My \Drive/fastai-v3/.kaggle/"
os.environ['KAGGLE_USERNAME'] = "thesergiu"
os.environ['KAGGLE_KEY'] = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"

Download and unzip Kaggle data

kaggle competitions download -c plant-pathology-2020-fgvc7

#unzip the data
!unzip plant-pathology-2020-fgvc7

Links to other Valuable Notebooks

Leaderboard

Username | Error rate |Link to notebook

1. @vitsalis 0.024725 https://github.com/vitsalis/kaggle/blob/master/FGVC7/solution.ipynb
2. @darthwaydr007 0.024725 https://github.com/darthwaydr007/kaggle/blob/master/Plant_pathology_updated1.ipynb
3. @TheSergiu 0.046703 https://github.com/thesergiu/PlantPathologyKaggle2020/blob/master/PlantPathologyKaggle2020.ipynb
4. @Abdullah 0.060440 https://github.com/abdnafees/fastai-lesson2-hw/blob/master/fastai_lesson2_apple_diseases.ipynb
5. @perceptronnn 0.065934 https://github.com/anurag25/shared_notebooks/blob/master/plant_pathology_1.ipynb
6. @Marcos Pereira 0.104396 https://github.com/marcospgp/kaggle-plant-pathology-2020/blob/master/apple_diseases.ipynb
7. @Oliver Klingefjord 0.107143 https://github.com/Klingefjord/course-v3/blob/master/apple_diseases.ipynb