# Object Detection on SCUT-CAB Logical (test)

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

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

Data updated: 2026-02-26T06:09:37.615Z

Evaluation of Object Detection performance on the test split of the SCUT-CAB Logical 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 Logical (test) |
| Metric | mAP |
| Unit | SCALAR |
| 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-logical-test.md?metric=mAP>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Deformable DETR | 0.627 | Not recorded | 68fa77e41e209131cea75d57 |
| SCNet | 0.602 | Not recorded | 68fa77e41e209131cea75d57 |
| VSR | 0.557 | Not recorded | 68fa77e41e209131cea75d57 |
| Mask R-CNN | 0.551 | Not recorded | 68fa77e41e209131cea75d57 |
| Faster R-CNN | 0.549 | Not recorded | 68fa77e41e209131cea75d57 |
| DocSAM | 0.548 | Not recorded | 68fa77e41e209131cea75d57 |

### Deformable DETR

mAP: 0.627. Result ID: 699571a93badfaffe6671d09.

[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.

### SCNet

mAP: 0.602. Result ID: 699571a93badfaffe6671d08.

[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.

### VSR

mAP: 0.557. Result ID: 699571a93badfaffe6671d0a.

[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.

### Mask R-CNN

mAP: 0.551. Result ID: 699571a93badfaffe6671d07.

[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.

### Faster R-CNN

mAP: 0.549. Result ID: 699571a93badfaffe6671d06.

[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: 0.548. Result ID: 699571a93badfaffe6671d0b.

[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.

Page 1 of 1. This is an index page, not the full collection.