Vijit Dua
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KAIST
Deep Learning Researcher
July 2024 - July 2024
0 Deep Learning Knowledge -> U-Net satellite segmentation; F1 = 0.73
Research Paper
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1 of 18 students selected globally; developed
U-Net
based satellite image segmentation models using
PyTorch
&
NumPy
Trained on ~10k images (SpaceNet/Massachusetts), achieving an F1 score of 0.73 (exceeding ~0.70 benchmarks)
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Entered the program with no prior deep learning experience; ramped from fundamentals to implementing U-Net architectures within weeks.
Last updated: June 22, 2026