# Pain Intensity Estimation on Older Adult Control

Source: [Pain Intensity Estimation on Older Adult Control](<https://www.sota2.com/research/sota/pain-intensity-estimation-on-older-adult-control>)

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

Data updated: 2026-02-26T05:57:39.918Z

Evaluation of Pain Intensity Estimation performance on the Older Adult Control dataset, measured using Pearson correlation.

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 | Pain Intensity Estimation |
| Dataset (including any stated split) | Older Adult Control |
| Metric | Pearson Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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

- [Pearson Correlation](<https://www.sota2.com/research/sota/pain-intensity-estimation-on-older-adult-control.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| Second rater | 0.95 | Not recorded | 68fa690c1e209131cea1fbf9 |
| Second rater | 0.94 | Not recorded | 68fa690c1e209131cea1fbf9 |
| Second rater | 0.92 | Not recorded | 68fa690c1e209131cea1fbf9 |
| Second rater | 0.91 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method w/ contrastive training | 0.7 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method w/ contrastive training | 0.69 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method | 0.68 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method | 0.63 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR (mean subtracted) | 0.62 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method w/ contrastive training | 0.62 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR | 0.59 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR (mean subtracted) | 0.59 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method | 0.59 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR (mean subtracted) | 0.58 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method | 0.58 | Not recorded | 68fa690c1e209131cea1fbf9 |
| pairwise comparative inference method w/ contrastive training | 0.58 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR | 0.56 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR (mean subtracted) | 0.5 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR | 0.45 | Not recorded | 68fa690c1e209131cea1fbf9 |
| SVR with DCT features | 0.36 | Not recorded | 68fa690c1e209131cea1fbf9 |
| AFAR | 0.32 | Not recorded | 68fa690c1e209131cea1fbf9 |
| SVR with DCT features | 0.29 | Not recorded | 68fa690c1e209131cea1fbf9 |
| SVR with DCT features | 0.22 | Not recorded | 68fa690c1e209131cea1fbf9 |
| VGG16+LSTM | 0.22 | Not recorded | 68fa690c1e209131cea1fbf9 |
| VGG16+LSTM | 0.22 | Not recorded | 68fa690c1e209131cea1fbf9 |
| OpenFace | 0.2 | Not recorded | 68fa690c1e209131cea1fbf9 |
| OpenFace | 0.2 | Not recorded | 68fa690c1e209131cea1fbf9 |
| VGG16+LSTM | 0.2 | Not recorded | 68fa690c1e209131cea1fbf9 |
| VGG16+LSTM | 0.2 | Not recorded | 68fa690c1e209131cea1fbf9 |
| SVR with DCT features | 0.18 | Not recorded | 68fa690c1e209131cea1fbf9 |
| OpenFace | 0.18 | Not recorded | 68fa690c1e209131cea1fbf9 |
| OpenFace | 0.12 | Not recorded | 68fa690c1e209131cea1fbf9 |

### Second rater

Pearson Correlation: 0.95. Result ID: 698d949c8b517eb433227d02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### Second rater

Pearson Correlation: 0.94. Result ID: 698d949c8b517eb433227d01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### Second rater

Pearson Correlation: 0.92. Result ID: 698d949c8b517eb433227d00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### Second rater

Pearson Correlation: 0.91. Result ID: 698d949c8b517eb433227cff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### pairwise comparative inference method w/ contrastive training

Pearson Correlation: 0.7. Result ID: 698d949c8b517eb433227cfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method w/ contrastive training

Pearson Correlation: 0.69. Result ID: 698d949c8b517eb433227cfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method

Pearson Correlation: 0.68. Result ID: 698d949c8b517eb433227cfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method

Pearson Correlation: 0.63. Result ID: 698d949c8b517eb433227cf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### AFAR (mean subtracted)

Pearson Correlation: 0.62. Result ID: 698d949c8b517eb433227cf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method w/ contrastive training

Pearson Correlation: 0.62. Result ID: 698d949c8b517eb433227cfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### AFAR

Pearson Correlation: 0.59. Result ID: 698d949c8b517eb433227cf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### AFAR (mean subtracted)

Pearson Correlation: 0.59. Result ID: 698d949c8b517eb433227cf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method

Pearson Correlation: 0.59. Result ID: 698d949c8b517eb433227cf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### AFAR (mean subtracted)

Pearson Correlation: 0.58. Result ID: 698d949c8b517eb433227cf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### pairwise comparative inference method

Pearson Correlation: 0.58. Result ID: 698d949c8b517eb433227cf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### pairwise comparative inference method w/ contrastive training

Pearson Correlation: 0.58. Result ID: 698d949c8b517eb433227cfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

[Implementation](<https://github.com/TaatiTeam/pain_detection_demo>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### AFAR

Pearson Correlation: 0.56. Result ID: 698d949c8b517eb433227cf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### AFAR (mean subtracted)

Pearson Correlation: 0.5. Result ID: 698d949c8b517eb433227cf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### AFAR

Pearson Correlation: 0.45. Result ID: 698d949c8b517eb433227cf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### SVR with DCT features

Pearson Correlation: 0.36. Result ID: 698d949c8b517eb433227ce6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### AFAR

Pearson Correlation: 0.32. Result ID: 698d949c8b517eb433227cef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### SVR with DCT features

Pearson Correlation: 0.29. Result ID: 698d949c8b517eb433227ce5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### SVR with DCT features

Pearson Correlation: 0.22. Result ID: 698d949c8b517eb433227ce4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### VGG16+LSTM

Pearson Correlation: 0.22. Result ID: 698d949c8b517eb433227ced.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### VGG16+LSTM

Pearson Correlation: 0.22. Result ID: 698d949c8b517eb433227cee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

### OpenFace

Pearson Correlation: 0.2. Result ID: 698d949c8b517eb433227ce8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### OpenFace

Pearson Correlation: 0.2. Result ID: 698d949c8b517eb433227ce9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"5sec"}. This record does not assert independent reproduction.

### VGG16+LSTM

Pearson Correlation: 0.2. Result ID: 698d949c8b517eb433227ceb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### VGG16+LSTM

Pearson Correlation: 0.2. Result ID: 698d949c8b517eb433227cec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"1sec"}. This record does not assert independent reproduction.

### SVR with DCT features

Pearson Correlation: 0.18. Result ID: 698d949c8b517eb433227ce3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### OpenFace

Pearson Correlation: 0.18. Result ID: 698d949c8b517eb433227ce7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"frame"}. This record does not assert independent reproduction.

### OpenFace

Pearson Correlation: 0.12. Result ID: 698d949c8b517eb433227cea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690c1e209131cea1fbf9.md>)

Recorded evaluation configuration: {"Window Length":"20sec"}. This record does not assert independent reproduction.

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