# Attribute Classification on Berkeley Attributes of People

Source: [Attribute Classification on Berkeley Attributes of People](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people>)

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

Data updated: 2026-02-26T06:11:03.715Z

Evaluation of multi-label attribute classification performance on the Berkeley Attributes of People dataset, reporting metrics like Mean Average Precision (Mean AP) across various attributes (e.g., gender, clothing items).

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 | Attribute Classification |
| Dataset (including any stated split) | Berkeley Attributes of People |
| Metric | male |
| 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

- [male](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=male>): Higher is better; unit: PERCENT.

- [long hair](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=long%20hair>): Higher is better; unit: PERCENT.

- [glasses](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=glasses>): Higher is better; unit: PERCENT.

- [hat](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=hat>): Higher is better; unit: PERCENT.

- [tshirt](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=tshirt>): Higher is better; unit: PERCENT.

- [longsleeves](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=longsleeves>): Higher is better; unit: PERCENT.

- [shorts](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=shorts>): Higher is better; unit: PERCENT.

- [jeans](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=jeans>): Higher is better; unit: PERCENT.

- [long pants](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=long%20pants>): Higher is better; unit: PERCENT.

- [Mean AP](<https://www.sota2.com/research/sota/attribute-classification-on-berkeley-attributes-of-people.md?metric=Mean%20AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | male | Result date | Report paper |
| --- | --- | --- | --- |
| PANDA | 91.7 | Not recorded | 68fa61631e209131ce9f3f0b |
| Joo et al. | 88 | Not recorded | 68fa61631e209131ce9f3f0b |
| DPD | 83.7 | Not recorded | 68fa61631e209131ce9f3f0b |
| Poselets | 82.4 | Not recorded | 68fa61631e209131ce9f3f0b |

### PANDA

male: 91.7. Result ID: 698bcc4b7a967eddb7716db1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61631e209131ce9f3f0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61631e209131ce9f3f0b.md>)

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

### Joo et al.

male: 88. Result ID: 698bcc4b7a967eddb7716db0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61631e209131ce9f3f0b.md>)

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

### DPD

male: 83.7. Result ID: 698bcc4b7a967eddb7716daf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61631e209131ce9f3f0b.md>)

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

### Poselets

male: 82.4. Result ID: 698bcc4b7a967eddb7716dae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa61631e209131ce9f3f0b.md>)

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

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