Challenge 1 : Fire mapping - EY

Ordronneau Luca - Reberga Louis - Moncoutie Johan - Ettarian Julian

Segmentation

Project Architecture :

Challenge 1 : Fire mapping - Ordronneau - Reberga - Moncoutie - Ettarian
│   README.md
│   challenge1-report.pdf (english)
│   challenge1-presentation.pptx (english)  
│   challenge1-video-abstract.mp4 (english)
│   fiche_synthetique.pdf (french)
│
└─── code
    │   data.ipynb
    │   InceptionResnetV2.ipynb
    |   test_model.ipynb
    │
    └─── submission
    |   │   InceptionResNetV2...ellipse.csv
    |
    └─── model
    │   │   InceptionResNetV2_413_semi_final.h5
    |
    └─── data
    │   │   X_Y_TRAIN_413_semi_final.npz
    │   │   X_TEST_413_semi_final.npy

code : Folder with all code files as well as data, model...

• data.ipynb : Construction of the dataset (polygon and linescan matches, pre processing)
• InceptionResNetV2.ipynb : Creation of the model and first display of predictions.
• test_model.ipynb : Testing the model with morphological operations just before creating the submission file.
• model : Folder for the test model
  • InceptionResNetV2_413_semi_final.h5 : Model
• data : Folder for dataset
  • X_Y_TRAIN_413_semi_final.npz : Training data

  import numpy as np
  data = np.load('X_Y_TRAIN_413_semi_final.npz')
  X_train = data['a']
  Y_train = data['b']
  

  • X_TEST_413_semi_final.npy : Testing data

  import numpy as np
  X_test = np.load('X_TEST_413_semi_final.npy')
  

• submission : Folder for submission file
  • InceptionResNetV2_413_semi_final_open_3_iter_1_close_16_iter_1_0_1_ellipse.csv : CSV file example for submission