Medical Image Enhancement

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (18 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Structure-consistent Restoration Network for Cataract Fundus Image Enhancement
  9 Jun 2022 3 repositories listed
  In this paper, to circumvent the strict deployment requirement, a structure-consistent restoration network (SCR-Net) for cataract fundus images is developed from synthesized data that shares an identical structure.
• Deep Perceptual Enhancement for Medical Image Analysis
  11 Mar 2025 1 repository listed
  Additionally, the proposed method can drastically improve the medical image analysis tasks' performance and reveal the potentiality of such an enhancement method in real-world applications.
• Imaging foundation model for universal enhancement of non-ideal measurement CT
  2 Oct 2024 1 repository listed
  However, the resulting trade-offs degrade image quality, limiting clinical acceptability.
• Ultrasound Image Enhancement using CycleGAN and Perceptual Loss
  18 Dec 2023 1 repository listed
  These images are compared with paired images acquired from high resolution devices to demonstrate the model's ability to generate realistic high-quality images across organ systems.
• Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement
  3 Dec 2023 1 repository listed
  Additionally, a pseudo-label picker is developed to boost the knowledge distillation of enhancement tasks.
• A Practical Framework for Unsupervised Structure Preservation Medical Image Enhancement
  4 Apr 2023 1 repository listed
  In this study, we propose a framework for practical unsupervised medical image enhancement that includes (1) a non-reference objective evaluation of structure preservation for medical image enhancement tasks called…
• Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion Models
  15 Mar 2023 1 repository listed
  Diffusion models have become a popular approach for image generation and reconstruction due to their numerous advantages.
• Deep Perceptual Enhancement for Medical Image Analysis
  1 Oct 2022 1 repository listed
  Additionally, the proposed method can drastically improve the medical image analysis tasks’ performance and reveal the potentiality of such an enhancement method in real-world applications.
• Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis
  29 Mar 2022 1 repository listed
  Comprehensive experiments on the T2 modality of BraTS demonstrate that the proposed method substantially outperforms the state-of-the-art methods.