Weather Image Recognition is a project which aims to create a machine learning model based on Convolutional Neural Network with an objective of recognising weather present in images. The dataset is characterized by a high diversity of images.
Train accuracy: 74.87%
Test accuracy: 68.82%
📦WeatherImageRecognition
┣ 📂dataset
┃ ┣ 📂test
┃ ┃ ┣ 📂dew
┃ ┃ ┃ ┣ 📜2220.jpg
┃ ┃ ┃ ┣ 📜2225.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂fogsmog
┃ ┃ ┃ ┣ 📜4087.jpg
┃ ┃ ┃ ┣ 📜4092.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂frost
┃ ┃ ┃ ┣ 📜3609.jpg
┃ ┃ ┃ ┣ 📜3633.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂glaze
┃ ┃ ┃ ┣ 📜6102.jpg
┃ ┃ ┃ ┣ 📜6107.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂hail
┃ ┃ ┃ ┣ 📜0012.jpg
┃ ┃ ┃ ┣ 📜0017.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂lightning
┃ ┃ ┃ ┣ 📜1839.jpg
┃ ┃ ┃ ┣ 📜1863.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂rain
┃ ┃ ┃ ┣ 📜1044.jpg
┃ ┃ ┃ ┣ 📜1075.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂rainbow
┃ ┃ ┃ ┣ 📜0619.jpg
┃ ┃ ┃ ┣ 📜0634.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂rime
┃ ┃ ┃ ┣ 📜4955.jpg
┃ ┃ ┃ ┣ 📜4965.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┣ 📂sandstorm
┃ ┃ ┃ ┣ 📜2920.jpg
┃ ┃ ┃ ┣ 📜2925.jpg
┃ ┃ ┃ ┗ ...
┃ ┃ ┗ 📂snow
┃ ┃ ┃ ┣ 📜0842.jpg
┃ ┃ ┃ ┣ 📜0847.jpg
┃ ┃ ┃ ┗ ...
┃ ┣ 📂train
┃ ┃ ┗ ...
┃ ┣ 📂valid
┃ ┃ ┗ ...
┣ 📜.gitignore
┣ 📜README.md
┗ 📜Weather_image_recognition.ipynb
- TensorFlow
- Keras
- Python