AIM 2020: Scene Relighting and Illumination Estimation Challenge
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Abstract (arXiv)
We review the AIM 2020 challenge on virtual image relighting and illumination estimation. This paper presents the novel VIDIT dataset used in the challenge and the different proposed solutions and final evaluation results over the 3 challenge tracks. The first track considered one-to-one relighting; the objective was to relight an input photo of a scene with a different color temperature and illuminant orientation (i.e., light source position). The goal of the second track was to estimate illumination settings, namely the color temperature and orientation, from a given image. Lastly, the third track dealt with any-to-any relighting, thus a generalization of the first track. The target color temperature and orientation, rather than being pre-determined, are instead given by a guide image. Participants were allowed to make use of their track 1 and 2 solutions for track 3. The tracks had 94, 52, and 56 registered participants, respectively, leading to 20 confirmed submissions in the final competition stage.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Sep 2020.
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Citing papers per year: 2021: 9; 2022: 1; 2023: 4; 2024: 3; 2025: 0; 2026: 1.
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- 2021NTIRE 2021 Depth Guided Image Relighting Challengecited by 23
- 2021S3Net: A Single Stream Structure for Depth Guided Image Relightingcited by 9
- 2021Multi-modal Bifurcated Network for Depth Guided Image Relightingcited by 6
- 2024Relighting from a Single Image: Datasets and Deep Intrinsic-based Architecturecited by 6
- 2021Multi-scale Self-calibrated Network for Image Light Source Transfercited by 4
- 2021SILT: Self-supervised Lighting Transfer Using Implicit Image Decompositioncited by 4
- 2021Controllable Data Augmentation Through Deep Relightingcited by 4
- 2023Computational Flash Photography through Intrinsicscited by 4
- 2021Physically Inspired Dense Fusion Networks for Relightingcited by 3
- 2022Designing An Illumination-Aware Network for Deep Image Relightingcited by 3
- 2021TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Networkcited by 2
- 2021SIRfyN: Single Image Relighting from your Neighborscited by 1
6 more
- 2023Unsupervised network for low-light enhancementcited by 1
- 2024MLI-NeRF: Multi-Light Intrinsic-Aware Neural Radiance Fieldscited by 1
- 2023Unsupervised haze removal from underwater imagescited by 0
- 2023Zero shot framework for satellite image restorationcited by 0
- 2024Learning Relighting and Intrinsic Decomposition in Neural Radiance Fieldscited by 0
- 2026Geometric Similarity in VLM Low-Level Vision Representationscited by 0
- 2026Geometric Similarity in VLM Low-Level Vision Representations1 Oct 2026
- 2024MLI-NeRF: Multi-Light Intrinsic-Aware Neural Radiance Fields26 Nov 2024
- 2024Relighting from a Single Image: Datasets and Deep Intrinsic-based Architecture27 Sep 2024
- 2024Learning Relighting and Intrinsic Decomposition in Neural Radiance Fields16 Jun 2024
- 2023Computational Flash Photography through Intrinsics9 Jun 2023
- 2023Zero shot framework for satellite image restoration5 Jun 2023
- 2023Unsupervised haze removal from underwater images5 Jun 2023
- 2023Unsupervised network for low-light enhancement5 Jun 2023
- 2022Designing An Illumination-Aware Network for Deep Image Relighting21 Jul 2022
- 2021SIRfyN: Single Image Relighting from your Neighbors8 Dec 2021
- 2021Controllable Data Augmentation Through Deep Relighting26 Oct 2021
- 2021SILT: Self-supervised Lighting Transfer Using Implicit Image Decomposition25 Oct 2021
6 more
- 2021TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Network16 Sep 2021
- 2021Physically Inspired Dense Fusion Networks for Relighting5 May 2021
- 2021Multi-modal Bifurcated Network for Depth Guided Image Relighting3 May 2021
- 2021S3Net: A Single Stream Structure for Depth Guided Image Relighting3 May 2021
- 2021NTIRE 2021 Depth Guided Image Relighting Challenge27 Apr 2021
- 2021Multi-scale Self-calibrated Network for Image Light Source Transfer18 Apr 2021
- 2021NTIRE 2021 Depth Guided Image Relighting Challengecited by 23
- 2021S3Net: A Single Stream Structure for Depth Guided Image Relightingcited by 9
- 2021Multi-modal Bifurcated Network for Depth Guided Image Relightingcited by 6
- 2024Relighting from a Single Image: Datasets and Deep Intrinsic-based Architecturecited by 6
- 2021Multi-scale Self-calibrated Network for Image Light Source Transfercited by 4
- 2021SILT: Self-supervised Lighting Transfer Using Implicit Image Decompositioncited by 4
- 2021Controllable Data Augmentation Through Deep Relightingcited by 4
- 2023Computational Flash Photography through Intrinsicscited by 4
- 2021Physically Inspired Dense Fusion Networks for Relightingcited by 3
- 2022Designing An Illumination-Aware Network for Deep Image Relightingcited by 3
- 2021TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Networkcited by 2
- 2021SIRfyN: Single Image Relighting from your Neighborscited by 1
12 most cited of 17 All 17 (JSON)
- 2024MLI-NeRF: Multi-Light Intrinsic-Aware Neural Radiance Fields26 Nov 2024
- 2024Relighting from a Single Image: Datasets and Deep Intrinsic-based Architecture27 Sep 2024
- 2024Learning Relighting and Intrinsic Decomposition in Neural Radiance Fields16 Jun 2024
- 2023Computational Flash Photography through Intrinsics9 Jun 2023
- 2023Zero shot framework for satellite image restoration5 Jun 2023
- 2023Unsupervised haze removal from underwater images5 Jun 2023
- 2023Unsupervised network for low-light enhancement5 Jun 2023
- 2022Designing An Illumination-Aware Network for Deep Image Relighting21 Jul 2022
- 2021SIRfyN: Single Image Relighting from your Neighbors8 Dec 2021
- 2021Controllable Data Augmentation Through Deep Relighting26 Oct 2021
- 2021SILT: Self-supervised Lighting Transfer Using Implicit Image Decomposition25 Oct 2021
- 2021TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Network16 Sep 2021
12 newest of 17 All 17 (JSON)