# Object Detection on RF100-805 (val)

Source: [Object Detection on RF100-805 (val)](<https://www.sota2.com/research/sota/object-detection-on-rf100-805-val>)

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

Data updated: 2026-02-26T05:23:31.324Z

Evaluation of Object Detection performance on the validation split of the RF100-805 dataset, reporting metrics such as APb avg.

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) | RF100-805 (val) |
| Metric | APb avg |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [APb avg](<https://www.sota2.com/research/sota/object-detection-on-rf100-805-val.md?metric=APb%20avg>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APb avg | Result date | Report paper |
| --- | --- | --- | --- |
| APE (D) | 11.9 | Not recorded | 68fa71581e209131cea50b01 |
| APE (C) | 10.4 | Not recorded | 68fa71581e209131cea50b01 |
| APE (B) | 9.6 | Not recorded | 68fa71581e209131cea50b01 |
| GLIP | 8.6 | Not recorded | 68fa71581e209131cea50b01 |
| APE (A) | 8 | Not recorded | 68fa71581e209131cea50b01 |

### APE (D)

APb avg: 11.9. Result ID: 6991ab083a6c31484909c6c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### APE (C)

APb avg: 10.4. Result ID: 6991ab083a6c31484909c6c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### APE (B)

APb avg: 9.6. Result ID: 6991ab083a6c31484909c6c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### GLIP

APb avg: 8.6. Result ID: 6991ab083a6c31484909c6c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea36418.md>)

[Implementation](<https://github.com/microsoft/GLIP>)

Recorded evaluation configuration: {"Backbone":"Swin-L"}. This record does not assert independent reproduction.

### APE (A)

APb avg: 8. Result ID: 6991ab083a6c31484909c6c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

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