# Stress Recognition on StressID

Source: [Stress Recognition on StressID](<https://www.sota2.com/research/sota/stress-recognition-on-stressid>)

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

Data updated: 2026-03-11T06:42:23.755Z

Evaluation of models for Stress Recognition using the StressID dataset, reporting performance across 10 specific sub-categories (Sub-1 through Sub-10) and an overall Average score.

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 | Stress Recognition |
| Dataset (including any stated split) | StressID |
| Metric | Sub-1 Score |
| Unit | PERCENT |
| 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

- [Sub-1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-1%20Score>): Higher is better; unit: PERCENT.

- [Sub-2 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-2%20Score>): Higher is better; unit: PERCENT.

- [Sub-3 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-3%20Score>): Higher is better; unit: PERCENT.

- [Sub-4 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-4%20Score>): Higher is better; unit: PERCENT.

- [Sub-5 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-5%20Score>): Higher is better; unit: PERCENT.

- [Sub-6 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-6%20Score>): Higher is better; unit: PERCENT.

- [Sub-7 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-7%20Score>): Higher is better; unit: PERCENT.

- [Sub-8 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-8%20Score>): Higher is better; unit: PERCENT.

- [Sub-9 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-9%20Score>): Higher is better; unit: PERCENT.

- [Sub-10 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-10%20Score>): Higher is better; unit: PERCENT.

- [Overall Average Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Overall%20Average%20Score>): Higher is better; unit: PERCENT.

- [Sub-1 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-1%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-2 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-2%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-3 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-3%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-4 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-4%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-5 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-5%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-6 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-6%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-7 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-7%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-8 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-8%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-9 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-9%20F1%20Score>): Higher is better; unit: PERCENT.

- [Sub-10 F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Sub-10%20F1%20Score>): Higher is better; unit: PERCENT.

- [Overall Average F1 Score](<https://www.sota2.com/research/sota/stress-recognition-on-stressid.md?metric=Overall%20Average%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sub-1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Fine-Tuning | 98.89 | Not recorded | 68fa7aa91e209131cea8475a |
| SFDA-PFT | 78.33 | Not recorded | 68fa7aa91e209131cea8475a |
| DSFDA | 73.47 | Not recorded | 68fa7aa91e209131cea8475a |
| SFDA-IT | 73.47 | Not recorded | 68fa7aa91e209131cea8475a |
| SFIT | 70.41 | Not recorded | 68fa7aa91e209131cea8475a |
| NRC | 69.03 | Not recorded | 68fa7aa91e209131cea8475a |
| SHOT | 68.33 | Not recorded | 68fa7aa91e209131cea8475a |
| TPDS | 65.56 | Not recorded | 68fa7aa91e209131cea8475a |
| Source model (no adaptation) | 38.96 | Not recorded | 68fa7aa91e209131cea8475a |

### Fine-Tuning

Sub-1 Score: 98.89. Result ID: 69b10d1e6dbb7075b95abe0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

Recorded evaluation configuration: {"Setting":"Oracle","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### SFDA-PFT

Sub-1 Score: 78.33. Result ID: 69b10d1e6dbb7075b95abe09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### DSFDA

Sub-1 Score: 73.47. Result ID: 69b10d1e6dbb7075b95abe06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790b1e209131cea7bd97.md>)

Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### SFDA-IT

Sub-1 Score: 73.47. Result ID: 69b10d1e6dbb7075b95abe08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f31e209131cea25356.md>)

Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### SFIT

Sub-1 Score: 70.41. Result ID: 69b10d1e6dbb7075b95abe07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e91e209131cea24d52.md>)

Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### NRC

Sub-1 Score: 69.03. Result ID: 69b10d1e6dbb7075b95abe04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b521e209131cea2da05.md>)

[Implementation](<https://github.com/Albert0147/SFDA_neighbors>)

Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### SHOT

Sub-1 Score: 68.33. Result ID: 69b10d1e6dbb7075b95abe03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### TPDS

Sub-1 Score: 65.56. Result ID: 69b10d1e6dbb7075b95abe05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Source model (no adaptation)

Sub-1 Score: 38.96. Result ID: 69b10d1e6dbb7075b95abe02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa91e209131cea8475a.md>)

Recorded evaluation configuration: {"Setting":"Source-only","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

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