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CS172(2020 Fall): Computer Vision in ShanghaiTech Univerisity.

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CS172-Computer-Vision

This repository contains codes & report for four homeworks in CS172.

HW1 Poisson Image Editing

  • Reproduced Poisson image editing by Patrick Pérez, Michel Gangnet, and Andrew Blake in ACM SIGGRAPH 2003.

HW2 Image Classification

  • Dataset: the Caltech 256 dataset.
  • Image representation: Bag of Features, Spatial Pyramids Matching.
  • Image classification: Support Vector Machine.

HW3 Panorama Stitching

  • Dataset: self-collected pictures of ShanghaiTech.
  • Feature extraction: SURF.
  • Self-implemented robust matching and RANSAC.
  • Stitching by cv2.warpPerspective().

HW4 Single Image Depth Estimation

  • Reproduced Eigen et al.’s NIPS 2014 paper: Depth Map Prediction from a Single Image using a Multi-Scale Deep Network.

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