mlsanityData to 7 Oct 2026

Inharmonious Region Localization by Magnifying Domain Discrepancy

arXiv 2209.15368 ↗First posted 30 Sep 2022cs.CVcited by 2

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Abstract (arXiv)

Inharmonious region localization aims to localize the region in a synthetic image which is incompatible with surrounding background. The inharmony issue is mainly attributed to the color and illumination inconsistency produced by image editing techniques. In this work, we tend to transform the input image to another color space to magnify the domain discrepancy between inharmonious region and background, so that the model can identify the inharmonious region more easily. To this end, we present a novel framework consisting of a color mapping module and an inharmonious region localization network, in which the former is equipped with a novel domain discrepancy magnification loss and the latter could be an arbitrary localization network. Extensive experiments on image harmonization dataset show the superiority of our designed framework. Our code is available at https://github.com/bcmi/MadisNet-Inharmonious-Region-Localization.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 30 of its 49 references that are in the map. First posted on arXiv 30 Sep 2022.

Builds on

30 of 49 references.

References · 30

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18 more
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Built on by

Cited by year

Citing papers per year: 2022: 1; 2023: 1.

2 papers.

  1. 2023Deep Image Harmonization in Dual Color Spacescited by 12
  2. 2022Inharmonious Region Localization with Auxiliary Style Featurecited by 1