Akilax0 / e18-4yp-DL-Based-Stereo-Matching-Estimation

Home Page:https://cepdnaclk.github.io/e18-4yp-DL-Based-Stereo-Matching-Estimation/

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Deep Learning Based Stereo Matching Estimation

Description

With the aim to estimate depth from a pair of rectified stereo images, stereo matching plays a fundamental role in many applications including robot navigation, autonomous driving and augmented reality etc. Deep learning based stereo matching methods have achieved significant progress, however, state-of-the-art methods still have challenges in handling occlusions, textureless and repetitive regions. In addition, achieving real-time performance is critical for practical deployment yet remains another big challenge. In this project, the student will propose and implement novel methods to obtain a lightweight stereo matching network with good accuracy, which can lend well for implementation on embedded platforms with limited resources.

Team Members

  1. E/17/154 Karunanayake A.I. [Website, Email]

Supervisors

  1. Prof. Roshan Ragel [Website, Email]
  2. Assoc. Prof. Lam Siew Kei [Website, Email]
  3. Dr. Meiqing Wu [Website, Email]

Links

  1. Project Page
  2. Github Repo
  3. Department of Computer Engineering