# Concept Classification on Caltech-UCSD Birds-200 2011 (test)

Source: [Concept Classification on Caltech-UCSD Birds-200 2011 (test)](<https://www.sota2.com/research/sota/concept-classification-on-caltech-ucsd-birds-200-2011-test>)

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

Data updated: 2026-03-04T18:32:44.310Z

Evaluation of Concept Classification performance, reporting Concept Accuracy and AUC, on the test split of the Caltech-UCSD Birds 200-2011 dataset.

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 | Concept Classification |
| Dataset (including any stated split) | Caltech-UCSD Birds-200 2011 (test) |
| Metric | Concept Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Concept Accuracy](<https://www.sota2.com/research/sota/concept-classification-on-caltech-ucsd-birds-200-2011-test.md?metric=Concept%20Accuracy>): Higher is better; unit: PERCENT.

- [Concept Accuracy AUC](<https://www.sota2.com/research/sota/concept-classification-on-caltech-ucsd-birds-200-2011-test.md?metric=Concept%20Accuracy%20AUC>): Higher is better; unit: SCALAR.

- [Training Time (s)](<https://www.sota2.com/research/sota/concept-classification-on-caltech-ucsd-birds-200-2011-test.md?metric=Training%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Concept Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CBM | 94.9403 | Not recorded | 68fa7c071e209131cea8bf9f |
| PSCBM | 94.9285 | Not recorded | 68fa7c071e209131cea8bf9f |
| PSCBMi | 94.9026 | Not recorded | 68fa7c071e209131cea8bf9f |
| SCBM | 94.4569 | Not recorded | 68fa7c071e209131cea8bf9f |

### CBM

Concept Accuracy: 94.9403. Result ID: 69a87ab56dbb7075b950a5d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f91e209131cea1f6a0.md>)

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

### PSCBM

Concept Accuracy: 94.9285. Result ID: 69a87ab56dbb7075b950a5d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

Recorded evaluation configuration: {"training\_interventions":"false"}. This record does not assert independent reproduction.

### PSCBMi

Concept Accuracy: 94.9026. Result ID: 69a87ab56dbb7075b950a5d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

Recorded evaluation configuration: {"training\_interventions":"true"}. This record does not assert independent reproduction.

### SCBM

Concept Accuracy: 94.4569. Result ID: 69a87ab56dbb7075b950a5d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75401e209131cea66d61.md>)

[Implementation](<https://github.com/mvandenhi/SCBM>)

Recorded evaluation configuration: {"covariance\_learning":"global"}. This record does not assert independent reproduction.

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