# Object Detection on COCO (mAP, ASR@50, TDR@50)

Source: [Object Detection on COCO (mAP, ASR@50, TDR@50)](<https://www.sota2.com/research/sota/object-detection-on-coco-map-asr-at-50-tdr-at-50>)

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

Data updated: 2026-02-26T06:09:39.523Z

Evaluation of Object Detection performance on the COCO dataset, reporting Mean Average Precision (mAP) along with ASR@50 and TDR@50 metrics.

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 |
| 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-coco-map-asr-at-50-tdr-at-50.md?metric=mAP>): Higher is better; unit: PERCENT.

- [ASR@50](<https://www.sota2.com/research/sota/object-detection-on-coco-map-asr-at-50-tdr-at-50.md?metric=ASR%4050>): Higher is better; unit: PERCENT.

- [TDR@50](<https://www.sota2.com/research/sota/object-detection-on-coco-map-asr-at-50-tdr-at-50.md?metric=TDR%4050>): Lower is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| BadDet | 46.08 | Not recorded | 697c3ae0a8b01e76cc8da315 |
| BadDet+ | 44.69 | Not recorded | 697c3ae0a8b01e76cc8da315 |
| BadDet+ | 38.19 | Not recorded | 697c3ae0a8b01e76cc8da315 |
| BadDet+ | 36.22 | Not recorded | 697c3ae0a8b01e76cc8da315 |
| BadDet | 36.09 | Not recorded | 697c3ae0a8b01e76cc8da315 |
| BadDet | 35 | Not recorded | 697c3ae0a8b01e76cc8da315 |

### BadDet

mAP: 46.08. Result ID: 69977e5a5698665ec4d2e54f.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca81e209131cea354b7.md>)

Recorded evaluation configuration: {"Model Architecture":"DINO"}. This record does not assert independent reproduction.

### BadDet+

mAP: 44.69. Result ID: 69977e5a5698665ec4d2e54c.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

Recorded evaluation configuration: {"Model Architecture":"DINO"}. This record does not assert independent reproduction.

### BadDet+

mAP: 38.19. Result ID: 69977e5a5698665ec4d2e54a.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

Recorded evaluation configuration: {"Model Architecture":"FCOS"}. This record does not assert independent reproduction.

### BadDet+

mAP: 36.22. Result ID: 69977e5a5698665ec4d2e54b.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

Recorded evaluation configuration: {"Model Architecture":"Faster RCNN"}. This record does not assert independent reproduction.

### BadDet

mAP: 36.09. Result ID: 69977e5a5698665ec4d2e54d.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca81e209131cea354b7.md>)

Recorded evaluation configuration: {"Model Architecture":"FCOS"}. This record does not assert independent reproduction.

### BadDet

mAP: 35. Result ID: 69977e5a5698665ec4d2e54e.

[Reporting paper](<https://www.sota2.com/research/paper/697c3ae0a8b01e76cc8da315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca81e209131cea354b7.md>)

Recorded evaluation configuration: {"Model Architecture":"Faster RCNN"}. This record does not assert independent reproduction.

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