Detect clouds in IR images, taking a cloud-free scene as a reference

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Dear all,
I am trying to detect clouds in my infrared satellite scenes. I have a reference cloud-free image which I believe might be useful to find differences between the scenes (?).
I have tried some basic segmentation and image comparison approaches, but none of them worked at all.
I have attached a reference (cloud-free) image of my ROI, as well as two other images: one is a partially cloudy acquisition of the same region, and another one is a completely cloud-covered scene (of the same region).
If you could provide any help, it would be massively appreciated.
Thanks in advance

Answers (1)

Ranjeet
Ranjeet on 29 May 2023
The objective is a 3-class classification problem. It would be useful to formulate the task with the help of following resource –
Create Simple Image Classification network (This is a simple guide on how to proceed with deep learning-based classification task)
Apart from this, the following resource can also be helpful to use a pretrained resnet50 network and fine-tune it for the classification task–

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