Papers › Generalized Portrait Quality Assessment
Generalized Portrait Quality Assessment
Nicolas Chahine, Sira Ferradans, Javier Vazquez-Corral, Jean Ponce
Automated and robust portrait quality assessment (PQA) is of paramount importance in high-impact applications such as smartphone photography. This paper presents FHIQA, a learning-based approach to PQA that introduces a simple but effective quality score rescaling method based on image semantics, to enhance the precision of fine-grained image quality metrics while ensuring robust generalization to various scene settings beyond the training dataset. The proposed approach is validated by extensive experiments on the PIQ23 benchmark and comparisons with the current state of the art. The source code of FHIQA will be made publicly available on the PIQ23 GitHub repository at https://github.com/DXOMARK-Research/PIQ2023.
Code
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Face Image Quality Assessment | PIQ23 | FHIQA | KRCC | 0.59 | #3 of 3 | Archive leaderboard | report |
| Face Image Quality Assessment | PIQ23 | FHIQA | MAE | 1.12 | #3 of 3 | Archive leaderboard | report |
| Face Image Quality Assessment | PIQ23 | FHIQA | PLCC | 0.78 | #3 of 3 | Archive leaderboard | report |
| Face Image Quality Assessment | PIQ23 | FHIQA | SRCC | 0.78 | #3 of 3 | Archive leaderboard | report |
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