VijitĀ Dua

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KAIST

Deep Learning Researcher

KAIST

July 2024 - July 2024

0 Deep Learning Knowledge -> U-Net satellite segmentation; F1 = 0.73


Research Paper

Details

  • Selected as 1 of 18 students globally for a competitive research program; Developed satellite image segmentation models using U-Net and Attention U-Net in PyTorch and NumPy.
  • Trained and evaluated models on ~10k images from SpaceNet and Massachusetts datasets, achieving an F1 score of 0.73, exceeding common benchmark performance (~0.70).

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Entered the program with no prior deep learning experience; ramped from fundamentals to implementing U-Net architectures within weeks.
Vijit Dua | KAIST