Skip to content

cyberutkarsh/cs230_surveillance_res_gan

Repository files navigation

Up-sampling low resolution surveillance feeds usingGANs

CS230 Project to Upscale Surveillance Videos using GANs

This repo consists of 3 implementations of Video Upscaling

  • Baseline Approach: Sub-pixel CNN Based Video Up-sampling
  • Proposed Approach 1: Enhanced SRGAN Based Video Up-sampling
  • Proposed Approach 2: Recurrent Back-Projection Networks (RBPN) + SRGAN Based Video Up-sampling

Implementations

  • Sub-pixel CNN Based Video Up-sampling (Baseline Version) is fully implemented at
    subpixel_cnn_upscale
  • Enhanced SRGAN Based Video Up-sampling is fully implemented at
    esrgan_upscale
  • Recurrent Back-Projection Networks (RBPN) + SRGAN Based Video Up-sampling (Baseline Version) is fully implemented at
    rbpn_srgan_upscale

README file exists in each imaplementation directory to walk through installation and train and score process.

About

CS230 Project to Upscale Surveillance Videos

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published