MXR-U-Nets for Real Time Hyperspectral Reconstruction

Code

• github.com/akashpalrecha/hyperspectral-reconstruction
  OfficialIn paperpytorch★ 37
• github.com/Intelligent-Imaging-Center/Spectral-Reconstruction
  none★ 74

Abstract

In recent times, CNNs have made significant contributions to applications in image generation, super-resolution and style transfer. In this paper, we build upon the work of Howard and Gugger, He et al. and Misra, D. and propose a CNN architecture that accurately reconstructs hyperspectral images from their RGB counterparts. We also propose a much shallower version of our best model with a 10% relative memory footprint and 3x faster inference, thus enabling real-time video applications while still experiencing only about a 0.5% decrease in performance.

Tasks

Reproductions