# Object Detection on COCO 80-5 setting 2017 (test)

Source: [Object Detection on COCO 80-5 setting 2017 (test)](<https://www.sota2.com/research/sota/object-detection-on-coco-80-5-setting-2017-test>)

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

Data updated: 2026-02-26T05:23:32.884Z

Evaluation of Object Detection performance on the specific 80-5 class setting of the COCO 2017 test split, utilizing metrics like APr and APf.

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) | COCO 80-5 setting 2017 (test) |
| Metric | APr |
| 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

- [APr](<https://www.sota2.com/research/sota/object-detection-on-coco-80-5-setting-2017-test.md?metric=APr>): Higher is better; unit: PERCENT.

- [H](<https://www.sota2.com/research/sota/object-detection-on-coco-80-5-setting-2017-test.md?metric=H>): Higher is better; unit: SCALAR.

- [APf](<https://www.sota2.com/research/sota/object-detection-on-coco-80-5-setting-2017-test.md?metric=APf>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APr | Result date | Report paper |
| --- | --- | --- | --- |
| GS-LoRA | 45 | Not recorded | 68fa74251e209131cea5ff6b |
| Pre-train | 44.8 | Not recorded | 68fa74251e209131cea5ff6b |
| Retrain | 39.6 | Not recorded | 68fa74251e209131cea5ff6b |
| L2\* | 34.9 | Not recorded | 68fa74251e209131cea5ff6b |
| EWC\* | 33.4 | Not recorded | 68fa74251e209131cea5ff6b |
| MAS\* | 30.4 | Not recorded | 68fa74251e209131cea5ff6b |

### GS-LoRA

APr: 45. Result ID: 699332893a6c314849145df2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Implementation](<https://github.com/bjzhb666/GS-LoRA>)

Recorded evaluation configuration: {"Tunable Ratio":"0.62%"}. This record does not assert independent reproduction.

### Pre-train

APr: 44.8. Result ID: 699332893a6c314849145ded.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

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

### Retrain

APr: 39.6. Result ID: 699332893a6c314849145df1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

Recorded evaluation configuration: {"Tunable Ratio":"100.00%"}. This record does not assert independent reproduction.

### L2\*

APr: 34.9. Result ID: 699332893a6c314849145dee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.61%"}. This record does not assert independent reproduction.

### EWC\*

APr: 33.4. Result ID: 699332893a6c314849145def.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.61%"}. This record does not assert independent reproduction.

### MAS\*

APr: 30.4. Result ID: 699332893a6c314849145df0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073fa.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.61%"}. This record does not assert independent reproduction.

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