# Multi-label Recognition on MS-COCO (seen and unseen)

Source: [Multi-label Recognition on MS-COCO (seen and unseen)](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-seen-and-unseen>)

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

Data updated: 2026-02-26T05:54:47.239Z

Evaluation of Multi-label Recognition performance on the MS-COCO dataset, specifically focusing on metrics calculated based on the top 3 predictions (P@3, R@3, F1@3) across seen and unseen classes.

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 | Multi-label Recognition |
| Dataset (including any stated split) | MS-COCO (seen and unseen) |
| Metric | P@3 |
| 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

- [P@3](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-seen-and-unseen.md?metric=P%403>): Higher is better; unit: PERCENT.

- [R@3](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-seen-and-unseen.md?metric=R%403>): Higher is better; unit: PERCENT.

- [F1@3](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-seen-and-unseen.md?metric=F1%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | P@3 | Result date | Report paper |
| --- | --- | --- | --- |
| RAM | 62.5 | Not recorded | 68fa77861e209131cea73d08 |
| DualCoOp++ | 59.4 | Not recorded | 68fa77861e209131cea73d08 |
| SDLM | 59 | Not recorded | 68fa77861e209131cea73d08 |
| DualCoOp | 58.4 | Not recorded | 68fa77861e209131cea73d08 |
| Deep0Tag | 43.2 | Not recorded | 68fa77861e209131cea73d08 |
| CLIP | 31.7 | Not recorded | 68fa77861e209131cea73d08 |

### RAM

P@3: 62.5. Result ID: 69952c6d3badfaffe612ac71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Implementation](<https://github.com/EricTan7/RAM>)

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

### DualCoOp++

P@3: 59.4. Result ID: 69952c6d3badfaffe612ac70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513ed.md>)

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

### SDLM

P@3: 59. Result ID: 69952c6d3badfaffe612ac6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f11e209131cea251ff.md>)

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

### DualCoOp

P@3: 58.4. Result ID: 69952c6d3badfaffe612ac6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cdb1e209131cea3653f.md>)

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

### Deep0Tag

P@3: 43.2. Result ID: 69952c6d3badfaffe612ac6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64241e209131cea02d18.md>)

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

### CLIP

P@3: 31.7. Result ID: 69952c6d3badfaffe612ac6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77861e209131cea73d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

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

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