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anna_mrukwa

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Silesian University of Technology

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PL

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Understand semantic segmentation and monocular depth estimation from downward-facing drone images

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5 Puzzles 21 Days. Can you solve it all?

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graded 149268
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Predict Mask & Bounding Box From Images

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graded 175319
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Perform semantic segmentation on aerial images from monocular downward-facing drone

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graded 217632
graded 217621
graded 217190
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Mask Prediction

The mistakes in the dataset

Almost 3 years ago

Hello, I would like to ask about some of the issues with the dataset - after loading it again for further data inspection and noticing stark contrasts in the sizes of the masks in some of the photos, we noticed that some of them are possibly displaced - not covering the face or any part of it -
and really small, where the other ones are considerably distorted. The issue persists in all three parts of the dataset, but we may have not identified all of the problematic photos. In the test dataset, some of them are:

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Notebooks

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  • U2Net Face deblurring using Nested U-Structure for Salient Object Detection; top1 - 0.798 SSIM score
    anna_mrukwa
     Β· Almost 3 years ago