# Object Detection on SCUT-CAB Physical (test)

Source: [Object Detection on SCUT-CAB Physical (test)](<https://www.sota2.com/research/sota/object-detection-on-scut-cab-physical-test>)

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

Data updated: 2026-02-26T06:09:37.583Z

Evaluation of Object Detection performance on the test split of the SCUT-CAB Physical dataset, reporting standard AP metrics (mAP, AP50, AP75).

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 | Object Detection |
| Dataset (including any stated split) | SCUT-CAB Physical (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-scut-cab-physical-test.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-scut-cab-physical-test.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/object-detection-on-scut-cab-physical-test.md?metric=AP75>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SCNet | 81.3 | Not recorded | 68fa77e41e209131cea75d57 |
| Deformable DETR | 79.9 | Not recorded | 68fa77e41e209131cea75d57 |
| Mask R-CNN | 79.1 | Not recorded | 68fa77e41e209131cea75d57 |
| VSR | 78.7 | Not recorded | 68fa77e41e209131cea75d57 |
| Faster R-CNN | 77.5 | Not recorded | 68fa77e41e209131cea75d57 |
| DocSAM | 77.4 | Not recorded | 68fa77e41e209131cea75d57 |

### SCNet

mAP: 81.3. Result ID: 699571a83badfaffe6671cfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f01e209131cea1f1f0.md>)

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

### Deformable DETR

mAP: 79.9. Result ID: 699571a83badfaffe6671cfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69951e209131cea22d46.md>)

[Implementation](<https://github.com/fundamentalvision/Deformable-DETR>)

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

### Mask R-CNN

mAP: 79.1. Result ID: 699571a83badfaffe6671cfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

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

### VSR

mAP: 78.7. Result ID: 699571a83badfaffe6671cfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f21e209131cea25244.md>)

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

### Faster R-CNN

mAP: 77.5. Result ID: 699571a83badfaffe6671cfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

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

### DocSAM

mAP: 77.4. Result ID: 699571a93badfaffe6671cff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e41e209131cea75d57.md>)

[Implementation](<https://github.com/xhli-git/DocSAM>)

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

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