# Body Shape Measurement on HBW (val)

Source: [Body Shape Measurement on HBW (val)](<https://www.sota2.com/research/sota/body-shape-measurement-on-hbw-val>)

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

Data updated: 2026-02-26T05:46:26.187Z

Evaluation of body shape measurement performance on the validation split of the HBW dataset, reporting metrics like Height, Chest, Waist, and Hip measurements.

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 | Body Shape Measurement |
| Dataset (including any stated split) | HBW (val) |
| Metric | Height (cm) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Height (cm)](<https://www.sota2.com/research/sota/body-shape-measurement-on-hbw-val.md?metric=Height%20(cm)>): Lower is better; unit: SCALAR.

- [Chest (cm)](<https://www.sota2.com/research/sota/body-shape-measurement-on-hbw-val.md?metric=Chest%20(cm)>): Lower is better; unit: SCALAR.

- [Waist (cm)](<https://www.sota2.com/research/sota/body-shape-measurement-on-hbw-val.md?metric=Waist%20(cm)>): Lower is better; unit: SCALAR.

- [Hip (cm)](<https://www.sota2.com/research/sota/body-shape-measurement-on-hbw-val.md?metric=Hip%20(cm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Height (cm) | Result date | Report paper |
| --- | --- | --- | --- |
| LLaVA | 6.7 | Not recorded | 68fa78ee1e209131cea7b452 |
| ChatHuman | 6.7 | Not recorded | 68fa78ee1e209131cea7b452 |
| CLIFF-BEDLAM | 7.8 | Not recorded | 68fa78ee1e209131cea7b452 |

### LLaVA

Height (cm): 6.7. Result ID: 6995b0073badfaffe6af5e04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78ee1e209131cea7b452.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

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

### ChatHuman

Height (cm): 6.7. Result ID: 6995b0073badfaffe6af5e06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78ee1e209131cea7b452.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ee1e209131cea7b452.md>)

[Implementation](<https://www.sota2.com/chathuman.github.io>)

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

### CLIFF-BEDLAM

Height (cm): 7.8. Result ID: 6995b0073badfaffe6af5e05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78ee1e209131cea7b452.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6feb1e209131cea4827d.md>)

[Implementation](<https://bedlam.is.tue.mpg.de/>)

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

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