abhisheks008 / DL-Simplified

Deep Learning Simplified is an Open-source repository, containing beginner to advance level deep learning projects for the contributors, who are willing to start their journey in Deep Learning. Devfolio URL, https://devfolio.co/projects/deep-learning-simplified-f013
https://quine.sh/repo/abhisheks008-DL-Simplified-499023976
MIT License
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Adding a Paddy Disease Detection using Transfer Learning and CNN #912

Closed IkkiOcean closed 4 weeks ago

IkkiOcean commented 1 month ago

πŸ”΄ Project Title:
Paddy Crop Disease Detection using Transfer Learning and CNN

πŸ”΄ Aim:
To build a model that detects diseases in paddy crops using Transfer Learning and CNN. The project will focus on identifying the most accurate algorithm by comparing several models.

πŸ”΄ Dataset:
Paddy Disease Dataset

πŸ”΄ Approach:
The project will involve trying 3-4 algorithms and implementing the models. Key steps:

  1. Exploratory Data Analysis (EDA): Analyze the dataset by checking image quality, class distributions, and visualization of sample images.
  2. Model Building:
    • Use Transfer Learning (pre-trained models such as EfficientNetV2 , MobileNetV2).
    • Implement CNN from scratch.
    • Compare the models based on performance metrics like accuracy, precision, recall, and F1 score.
    • Experiment with hyperparameter tuning and data augmentation for better results.
  3. Comparison & Conclusion: Compare the results of the models to find the most effective one. Highlight the accuracy scores and model efficiency.

βœ… To be Mentioned when taking the issue:

github-actions[bot] commented 1 month ago

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

abhisheks008 commented 1 month ago

Assigned @IkkiOcean

github-actions[bot] commented 4 weeks ago

Hello @IkkiOcean! Your issue #912 has been closed. Thank you for your contribution!