# Body Detection on DCM 772 (test)

Source: [Body Detection on DCM 772 (test)](<https://www.sota2.com/research/sota/body-detection-on-dcm-772-test>)

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

Data updated: 2026-02-26T05:22:46.349Z

Evaluation of Body Detection performance on the test split of the DCM 772 dataset, typically measured using AP.

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 Detection |
| Dataset (including any stated split) | DCM 772 (Bodies) (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [AP](<https://www.sota2.com/research/sota/body-detection-on-dcm-772-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| XL Model w/ All Images | 86.14 | Not recorded | 68fa6f211e209131cea43e56 |
| Train w/ All Images | 84.89 | Not recorded | 68fa6f211e209131cea43e56 |
| Train w/ 512 Images | 82.4 | Not recorded | 68fa6f211e209131cea43e56 |
| Train w/ 256 Images | 80.91 | Not recorded | 68fa6f211e209131cea43e56 |
| Teacher-Student | 77.9 | Not recorded | 68fa6f211e209131cea43e56 |
| Train w/ 64 Images | 77.28 | Not recorded | 68fa6f211e209131cea43e56 |
| Nguyen et al. | 76.76 | Not recorded | 68fa6f211e209131cea43e56 |
| All Styles | 65.46 | Not recorded | 68fa6f211e209131cea43e56 |
| Inoue et al. | 41.89 | Not recorded | 68fa6f211e209131cea43e56 |

### XL Model w/ All Images

AP: 86.14. Result ID: 699096d73a6c31484901abbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"FS","Training Images":"All","Model Architecture":"XL"}. This record does not assert independent reproduction.

### Train w/ All Images

AP: 84.89. Result ID: 699096d73a6c31484901abbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"FS","Training Images":"All"}. This record does not assert independent reproduction.

### Train w/ 512 Images

AP: 82.4. Result ID: 699096d73a6c31484901abbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"FS","Training Images":"512"}. This record does not assert independent reproduction.

### Train w/ 256 Images

AP: 80.91. Result ID: 699096d73a6c31484901abbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"FS","Training Images":"256"}. This record does not assert independent reproduction.

### Teacher-Student

AP: 77.9. Result ID: 699096d73a6c31484901abb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"SS"}. This record does not assert independent reproduction.

### Train w/ 64 Images

AP: 77.28. Result ID: 699096d73a6c31484901abba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"FS","Training Images":"64"}. This record does not assert independent reproduction.

### Nguyen et al.

AP: 76.76. Result ID: 699096d73a6c31484901abbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

Recorded evaluation configuration: {"Supervision Type":"FS"}. This record does not assert independent reproduction.

### All Styles

AP: 65.46. Result ID: 699096d73a6c31484901abb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Implementation](<https://github.com/barisbatuhan/DASS_Detector>)

Recorded evaluation configuration: {"Supervision Type":"NS"}. This record does not assert independent reproduction.

### Inoue et al.

AP: 41.89. Result ID: 699096d73a6c31484901abb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03556.md>)

[Implementation](<https://naoto0804.github.io/cross_domain_detection>)

Recorded evaluation configuration: {"Supervision Type":"WS"}. This record does not assert independent reproduction.

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