AIM 2020 Challenge on Image Extreme Inpainting
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Abstract (arXiv)
This paper reviews the AIM 2020 challenge on extreme image inpainting. This report focuses on proposed solutions and results for two different tracks on extreme image inpainting: classical image inpainting and semantically guided image inpainting. The goal of track 1 is to inpaint considerably large part of the image using no supervision but the context. Similarly, the goal of track 2 is to inpaint the image by having access to the entire semantic segmentation map of the image to inpaint. The challenge had 88 and 74 participants, respectively. 11 and 6 teams competed in the final phase of the challenge, respectively. This report gauges current solutions and set a benchmark for future extreme image inpainting methods.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Oct 2020.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 1; 2024: 2; 2025: 1.
7 papers.
- 2022RePaint: Inpainting using Denoising Diffusion Probabilistic Modelscited by 1,419
- 2024ObjectDrop: Bootstrapping Counterfactuals for Photorealistic Object Removal and Insertioncited by 71
- 2024Magic Insert: Style-Aware Drag-and-Dropcited by 17
- 2022Learning Prior Feature and Attention Enhanced Image Inpaintingcited by 16
- 2023PATMAT: Person Aware Tuning of Mask-Aware Transformer for Face Inpaintingcited by 4
- 2021StyleGAN-induced data-driven regularization for inverse problemscited by 2
- 2025Towards Seamless Borders: A Method for Mitigating Inconsistencies in Image Inpainting and Outpaintingcited by 1
- 2025Towards Seamless Borders: A Method for Mitigating Inconsistencies in Image Inpainting and Outpainting14 Jun 2025
- 2024Magic Insert: Style-Aware Drag-and-Drop2 Jul 2024
- 2024ObjectDrop: Bootstrapping Counterfactuals for Photorealistic Object Removal and Insertion27 Mar 2024
- 2023PATMAT: Person Aware Tuning of Mask-Aware Transformer for Face Inpainting12 Apr 2023
- 2022Learning Prior Feature and Attention Enhanced Image Inpainting3 Aug 2022
- 2022RePaint: Inpainting using Denoising Diffusion Probabilistic Models24 Jan 2022
- 2021StyleGAN-induced data-driven regularization for inverse problems7 Oct 2021