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Multiclass image segmentation in Keras

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Does anyone have any idea what could be causing such results? Predict on the 4th columns ![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6228374%2F0621c48d9daea3123b791d8c9034dd79%2Ffailimg.PNG?generation=1656487808233140&alt=media) Confusion matrix (I have 8 class) : ![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F6228374%2F4b4183e24b7f3bacb9b346b7d065435b%2Ffailmatx.PNG?generation=1656487827170259&alt=media)

I have a question about this part of the code `cats = {'void': [0, 1, 2, 3, 4, 5, 6], 'flat': [7, 8, 9, 10], 'construction': [11, 12, 13, 14,...