mlsanityData to 7 Oct 2026

MSR-Net: Multi-Scale Relighting Network for One-to-One Relighting

arXiv 2107.06125 ↗First posted 13 Jul 2021cs.CVcited by 3

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Abstract (arXiv)

Deep image relighting allows photo enhancement by illumination-specific retouching without human effort and so it is getting much interest lately. Most of the existing popular methods available for relighting are run-time intensive and memory inefficient. Keeping these issues in mind, we propose the use of Stacked Deep Multi-Scale Hierarchical Network, which aggregates features from each image at different scales. Our solution is differentiable and robust for translating image illumination setting from input image to target image. Additionally, we have also shown that using a multi-step training approach to this problem with two different loss functions can significantly boost performance and can achieve a high quality reconstruction of a relighted image.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 12 of its 17 references that are in the map. First posted on arXiv 13 Jul 2021.

Builds on

12 of 17 references.

References · 12

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  2. 2016Image-to-Image Translation with Conditional Adversarial Networkscited by 4,510
  3. 2014Understanding Deep Image Representations by Inverting Themcited by 399
  4. 2018Scale-recurrent Network for Deep Image Deblurringcited by 332
  5. 2019GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazingcited by 227
  6. 2019Deep Stacked Hierarchical Multi-patch Network for Image Deblurringcited by 205
  7. 2017SfSNet: Learning Shape, Reflectance and Illuminance of Faces in the Wildcited by 110
  8. 2020Image Demoireing with Learnable Bandpass Filterscited by 44
  9. 2020VIDIT: Virtual Image Dataset for Illumination Transfercited by 26
  10. 2020Fast Deep Multi-patch Hierarchical Network for Nonhomogeneous Image Dehazingcited by 15
  11. 2020Deep Relighting Networks for Image Light Source Manipulationcited by 12
  12. 20202D Image Relighting with Image-to-Image Translationcited by 10

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Cited by year

Citing papers per year: 2021: 1; 2022: 1; 2023: 1.

3 papers.