# Facial Beauty Prediction on SCUT-FBP

Source: [Facial Beauty Prediction on SCUT-FBP](<https://www.sota2.com/research/sota/facial-beauty-prediction-on-scut-fbp>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-19T07:43:49.627Z

Evaluation of models performing Facial Beauty Prediction on the SCUT-FBP dataset, typically reporting regression metrics like RMSE, MAE, and Pearson Correlation (PC).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Facial Beauty Prediction |
| Dataset (including any stated split) | SCUT-FBP |
| Metric | PCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PCC](<https://www.sota2.com/research/sota/facial-beauty-prediction-on-scut-fbp.md?metric=PCC>): Higher is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/facial-beauty-prediction-on-scut-fbp.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/facial-beauty-prediction-on-scut-fbp.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PCC | Result date | Report paper |
| --- | --- | --- | --- |
| ER-BLS | 0.9303 | Not recorded | 69bb82e30636e5bf4afc1812 |
| REX-INCEP | 0.9165 | Not recorded | 69bb82e30636e5bf4afc1812 |
| R3CNN | 0.9142 | Not recorded | 69bb82e30636e5bf4afc1812 |
| MSMFME | 0.9113 | Not recorded | 69bb82e30636e5bf4afc1812 |
| E-BLS | 0.9104 | Not recorded | 69bb82e30636e5bf4afc1812 |
| AaNet | 0.9055 | Not recorded | 69bb82e30636e5bf4afc1812 |
| AestheticNetG | 0.9011 | Not recorded | 69bb82e30636e5bf4afc1812 |
| 2 M BeautyNet | 0.8996 | Not recorded | 69bb82e30636e5bf4afc1812 |
| P-AaNet | 0.8965 | Not recorded | 69bb82e30636e5bf4afc1812 |
| PI-CNN | 0.87 | Not recorded | 68fa64261e209131cea02e0c |
| TransCNN | 0.857 | Not recorded | 68fa64261e209131cea02e0c |
| CNN-based | 0.8187 | Not recorded | 68fa64261e209131cea02e0c |
| Combined Features+Gaussian Reg | 0.6482 | Not recorded | 68fa64261e209131cea02e0c |
| Combined Features+SVR | 0.6433 | Not recorded | 68fa64261e209131cea02e0c |
| UniSampleGabor+PCA+Gaussian Reg | 0.6347 | Not recorded | 68fa64261e209131cea02e0c |
| UniSampleGabor+PCA+SVR | 0.5847 | Not recorded | 68fa64261e209131cea02e0c |
| KeyPointGabor+PCA+SVR | 0.549 | Not recorded | 68fa64261e209131cea02e0c |
| KeyPointGabor+PCA+Gaussian Reg | 0.4591 | Not recorded | 68fa64261e209131cea02e0c |

### ER-BLS

PCC: 0.9303. Result ID: 69bba91847f34ce924a53a9d.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### REX-INCEP

PCC: 0.9165. Result ID: 69bba91847f34ce924a53a9c.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R3CNN

PCC: 0.9142. Result ID: 69bba91847f34ce924a53a9b.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MSMFME

PCC: 0.9113. Result ID: 69bba91847f34ce924a53a9a.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### E-BLS

PCC: 0.9104. Result ID: 69bba91847f34ce924a53a99.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AaNet

PCC: 0.9055. Result ID: 69bba91847f34ce924a53a98.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AestheticNetG

PCC: 0.9011. Result ID: 69bba91847f34ce924a53a97.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b361e209131cea2cf16.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 2 M BeautyNet

PCC: 0.8996. Result ID: 69bba91847f34ce924a53a96.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### P-AaNet

PCC: 0.8965. Result ID: 69bba91847f34ce924a53a95.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82e30636e5bf4afc1812.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PI-CNN

PCC: 0.87. Result ID: 698c0d55f729bc7f68e806d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TransCNN

PCC: 0.857. Result ID: 698c0d55f729bc7f68e806da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CNN-based

PCC: 0.8187. Result ID: 698c0d55f729bc7f68e806d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Combined Features+Gaussian Reg

PCC: 0.6482. Result ID: 698c0d55f729bc7f68e806d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Combined Features+SVR

PCC: 0.6433. Result ID: 698c0d55f729bc7f68e806d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UniSampleGabor+PCA+Gaussian Reg

PCC: 0.6347. Result ID: 698c0d55f729bc7f68e806d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UniSampleGabor+PCA+SVR

PCC: 0.5847. Result ID: 698c0d55f729bc7f68e806d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KeyPointGabor+PCA+SVR

PCC: 0.549. Result ID: 698c0d55f729bc7f68e806d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KeyPointGabor+PCA+Gaussian Reg

PCC: 0.4591. Result ID: 698c0d55f729bc7f68e806d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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