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Lacuna Solar Survey Challenge

Helping Madagascar
$5 000 USD
Completed (12 months ago)
Computer Vision
Prediction
729 joined
247 active
Starti
Feb 14, 25
Closei
Mar 23, 25
Reveali
Mar 24, 25
Segmentation notebook with cleaned polygons
Notebooks · 12 Mar 2025, 07:02 · 7

Hi guys. As no one is sharing some hints or notebook, I believe I wont be able to work on this competition. Also finding good regression for segmented images will be a huge task, for which I don't have time rn. So, I am releasing my segmentation notebook with cleaned polygons for 2000 images out of 3300. Hope, it will help someone.

https://www.kaggle.com/code/akkushah/lucana-segmentation

Discussion 7 answers

Also, I forgot to mention that the polygons are screwed on purpose and its likely not a human error. They have used combination of polygon shift left by 83, polygon shit right by 62 , only one coordinates shitted and one wrong coordinate added.

12 Mar 2025, 07:12
Upvotes 0

@ML-GOD

Many thanks for sharing this. I haven't delved too deeply into the dataset, but what I've noticed so far is that the error appears to be a 'bug' in the code for generating the polygons, not necessarily intentional. The shift is consistent for most of the images, especially the drone ones. The values you've shared are rescaled to 512, correct? I also have a value for the shift, however, a few samples have slightly different shift values. Also, not all images/polygons have this problem. The challenge is how to identify which of the images/polygons to apply corrections to. So far, my observation is about 1 in (10-20) images have this error. Just like you, I wish I had the time to work on this actively.

Ya. I have mentioned the ids of wrong polygons in the notebook. I tried to work on segmentation, but data was so bad that I had to work on data first. It took me only 3 hrs for this. Also, train the model around 40-50 epochs to get the best results

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Juliuss
Freelance

Thanks. I will try it out. How did you do it in 3hrs? Physical inspection per image or what?

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Knowledge_Seeker101
Freelance

Thanks a lot, this is definitely going to help

12 Mar 2025, 08:36
Upvotes 0
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CodeJoe

I think the notebook is still running.

12 Mar 2025, 15:41
Upvotes 0

Its done. You can now view the notebook