# Object Detection on OID-601 (val)

Source: [Object Detection on OID-601 (val)](<https://www.sota2.com/research/sota/object-detection-on-oid-601-val>)

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

Data updated: 2026-02-26T05:23:31.084Z

Evaluation of Object Detection performance on the validation split of the OID-601 dataset, reporting APb metric.

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) | OID-601 (val) |
| Metric | APb |
| 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

- [APb](<https://www.sota2.com/research/sota/object-detection-on-oid-601-val.md?metric=APb>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APb | Result date | Report paper |
| --- | --- | --- | --- |
| APE (B) | 68.2 | Not recorded | 68fa71581e209131cea50b01 |
| APE (D) | 66.7 | Not recorded | 68fa71581e209131cea50b01 |
| APE (C) | 66.6 | Not recorded | 68fa71581e209131cea50b01 |
| APE (A) | 66.5 | Not recorded | 68fa71581e209131cea50b01 |
| GLIP | 61.4 | Not recorded | 68fa71581e209131cea50b01 |
| UNINEXT | 36.1 | Not recorded | 68fa71581e209131cea50b01 |

### APE (B)

APb: 68.2. Result ID: 6991ab083a6c31484909c6cb.

[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 (D)

APb: 66.7. Result ID: 6991ab083a6c31484909c6cd.

[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: 66.6. Result ID: 6991ab083a6c31484909c6cc.

[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 (A)

APb: 66.5. Result ID: 6991ab083a6c31484909c6ca.

[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: 61.4. Result ID: 6991ab083a6c31484909c6c8.

[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.

### UNINEXT

APb: 36.1. Result ID: 6991ab083a6c31484909c6c9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a478.md>)

[Implementation](<https://github.com/MasterBin-IIAU/UNINEXT>)

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

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