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Papers Acne Severity Grading

“Acne Severity Grading” 태그가 달린 논문 8편 · 필터 해제

Interpretable Image-Level Acne Severity Grading via EfficientNet-B0 Transfer Learning and Grad-CAM

2026-07-29 · Sophie Zeng, Sean Kalaycioglu, Collin Hong, Haipeng Xie arxiv

Acne vulgaris affects most adolescents and many adults. Accurate severity grading guides treatment, monitoring, and clinical trial endpoints, but manual assessment using the Investigator's Global Assessment or Hayashi cr…

Acne Severity GradingTransfer Learning

Improving Acne Image Grading with Label Distribution Smoothing

2024-03-01 · Kirill Prokhorov, Alexandr A. Kalinin

Acne, a prevalent skin condition, necessitates precise severity assessment for effective treatment. Acne severity grading typically involves lesion counting and global assessment. However, manual grading suffers from var…

Acne Severity Grading

DED: Diagnostic Evidence Distillation for acne severity grading on face images

2023-10-05 · Expert Systems with Applications 2023 10 · Yi Lin, Jingchi Jiang, Dongxin Chen, Zhaoyang Ma 외

Acne seriously affects people’s daily life. Acne severity level grading plays a decisive role in the cure. However, the acne criterion is not unified in the medical field. Most of the current studies explore the applicat…

Acne Severity GradingDiagnosticimage-classificationImage Classification+2

Acne Severity Grading on Face Images via Extraction and Guidance of Prior Knowledge

2023-01-02 · IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2023 1 · Yi Lin, Jingchi Jiang, Dongxin Chen, Zhaoyang Ma 외

Acne Vulgaris seriously affects people’s daily life. In this paper, we propose a face acne grading framework which is a new paradigm to solve the image classification problem where the number and type of small objects ar…

Acne Severity Gradingimage-classificationImage Classification

Automatic Acne Object Detection and Acne Severity Grading Using Smartphone Images and Artificial Intelligence

2022-08-03 · Diagnostics 2022 8 · Quan Thanh Huynh, Phuc Hoang Nguyen, Hieu Xuan Le, Lua Thi Ngo 외

Skin image analysis using artificial intelligence (AI) has recently attracted significant research interest, particularly for analyzing skin images captured by mobile devices. Acne is one of the most common skin conditio…

Acne Severity GradingMedical Image ClassificationMedical Object DetectionObject+2

KIEGLFN: A unified acne grading framework on face images

2022-06-01 · Computer Methods and Programs in Biomedicine 2022 6 · Yi Lin, Jingchi Jiang, Zhaoyang Ma, Dongxin Chen 외

Grading the severity level is an extremely important procedure for correct diagnoses and personalized treatment schemes for acne. However, the acne grading criteria are not unified in the medical field. This work aims to…

Acne Severity Grading

An Acne Grading Framework on Face Images via Skin Attention and SFNet

2022-01-14 · IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2022 1 · Yi Lin, Yi Guan, Zhaoyang Ma, Haiyan You 외

Severity level grading is a vitally important step to make correct diagnoses and personalized treatment schemes for acne, which is mainly carried out in two ways: criterion-based lesion counting and experience-based glob…

Acne Severity GradingDiagnostic

Joint Acne Image Grading and Counting via Label Distribution Learning

2019-10-01 · ICCV 2019 10 · Xiaoping Wu, Ni Wen, Jie Liang, Yu-Kun Lai 외

Accurate grading of skin disease severity plays a crucial role in precise treatment for patients. Acne vulgaris, the most common skin disease in adolescence, can be graded by evidence-based lesion counting as well as exp…

Acne Severity GradingMedical Image ClassificationMulti-Task Learning
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