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All assignments done as part of the Computer Vision course at IIIT- Hyderabad during Spring 2021.

Assignment 1

  • Implementation of DLT for camera calibration
  • Used Zhang's method for camera calibration

Assignment 2

  • Image Mosaicing- Stitching images together using SIFT to find matches between two images and consequently estimating the homography matrix.
  • Stereo Correspondences

Assignment 3

  • Implementation of the famous Grabcut algorithm for image segmentation.

Assignment 4

  • Implementation of the famous Viola-Jones algorithm for face detection.

Assignment 5

  • Designed a custom CNN using pytorch and analysed the effect of the following hyperparameters-
  • With Batch Norm
  • Adding new layers
  • With Dropout
  • Different activation functions at the end
  • Different pooling strategies
  • Different optimizers
  • Basic Augmentation like Rotation, Translation, Color Change
  • Used the fastai library to perform transfer learning and train a food-type detection model.

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