Acne Severity Grading

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

1 dataset 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

6 shown of 6 papers with code (7 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.

• Improving Acne Image Grading with Label Distribution Smoothing
  1 Mar 2024 1 repository listed
  Addressing these limitations, we proposed to incorporate severity scale information into lesion counting by combining LDL with label smoothing, and to decouple if from global assessment.
• DED: Diagnostic Evidence Distillation for acne severity grading on face images
  5 Oct 2023 1 repository listed
  In this study, we propose an acne diagnosis method, Diagnostic Evidence Distillation (DED), that suitably adapts the characteristics of acne diagnosis and can be applied to diagnose under different acne criteria.
• Acne Severity Grading on Face Images via Extraction and Guidance of Prior Knowledge
  2 Jan 2023 1 repository listed
  Acne Vulgaris seriously affects people’s daily life.
• Automatic Acne Object Detection and Acne Severity Grading Using Smartphone Images and Artificial Intelligence
  3 Aug 2022 1 repository listed
  AcneDet includes two models for two tasks: (1) a Faster R-CNN-based deep learning model for the detection of acne lesion objects of four types, including blackheads/whiteheads, papules/pustules, nodules/cysts, and acne…
• KIEGLFN: A unified acne grading framework on face images
  1 Jun 2022 1 repository listed
  Methods: A unified acne grading framework that can be generalized to apply referring to different grading criteria is developed.
• Joint Acne Image Grading and Counting via Label Distribution Learning
  1 Oct 2019 1 repository listed
  Accurate grading of skin disease severity plays a crucial role in precise treatment for patients.