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Chroma Instance - Colorizing Grayscale Images

Project report: see release.

Visual comparison with baseline

Feature

  • Combines the object detection and the GAN structure for realistic color generation.
  • Encoder-decoder structure for the full-image level as well as the instance level.
  • Object features are merged back into the full-image feature.
  • WGAN design for better training performance.

Network Design

Overview

Overview

Generator

Overview

Fusion Module

Overview