Browse State-of-the-Art › Facial Beauty Prediction
Facial Beauty Prediction
5 papers with code · 3 benchmarks · 0 datasets archive 2025-07-28
Facial beauty prediction is the task of predicting the attractiveness of a face.
( Image credit: SCUT-FBP5500: A Diverse Benchmark Dataset for Multi-Paradigm Facial Beauty Prediction )
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.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| MEBeauty (2 rows) | CNN + Earth Mover Distance | Facial Beauty Analysis Using Distribution Prediction and CNN Ensembles | code | — | Compare |
| SCUT-FBP (2 rows) | CNN features + Bayesian ridge regression | Transferring Rich Deep Features for Facial Beauty Prediction | code | — | Compare |
| ECCV HotOrNot (1 row) | CNN features + Bayesian ridge regression | Transferring Rich Deep Features for Facial Beauty Prediction | code | — | Compare |
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
No dataset record in the archive lists this task.
Subtasks archive 2025-07-28
No subtask under this task in the archive's task tree.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
5 shown of 5 papers with code (11 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.
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19 Jan 2018 5 repositories listedPrevious works have formulated the recognition of facial beauty as a specific supervised learning problem of classification, regression or ranking, which indicates that FBP is intrinsically a computation problem with…
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10 Dec 2023 2 repositories listedIn addition, deep learning based FBP approaches so far use transfer learning from models trained on general classification tasks such as ImageNet.
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23 Nov 2023 1 repository listedTo this end, we propose a novel MetaFBP framework, in which we devise a universal feature extractor to capture the aesthetic commonality and then optimize to adapt the aesthetic individuality by shifting the decision…
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4 Oct 2021 1 repository listedSeveral FBP frameworks are performed on the proposed dataset and widely-used SCUT-FBP 5500 in order to compare their effectiveness on face images in constrained and unconstrained environments.
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20 Mar 2018 1 repository listedFeature extraction plays a significant part in computer vision tasks.
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