# Multi-label Recognition on MS-COCO (IoU Thresholded Metrics)

Source: [Multi-label Recognition on MS-COCO (IoU Thresholded Metrics)](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics>)

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

Data updated: 2026-02-26T05:47:30.236Z

Evaluation of Multi-label Recognition performance on the MS-COCO dataset, reporting scores averaged across various Intersection over Union (IoU) thresholds (10% to 90%).

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 |
| Metric | IoU@10% |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [IoU@10%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4010%25>): Higher is better; unit: PERCENT.

- [IoU@20%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4020%25>): Higher is better; unit: PERCENT.

- [IoU@30%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4030%25>): Higher is better; unit: PERCENT.

- [IoU@40%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4040%25>): Higher is better; unit: PERCENT.

- [IoU@50%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4050%25>): Higher is better; unit: PERCENT.

- [IoU@60%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4060%25>): Higher is better; unit: PERCENT.

- [IoU@70%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4070%25>): Higher is better; unit: PERCENT.

- [IoU@80%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4080%25>): Higher is better; unit: PERCENT.

- [IoU@90%](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=IoU%4090%25>): Higher is better; unit: PERCENT.

- [Mean IoU Score](<https://www.sota2.com/research/sota/multi-label-recognition-on-ms-coco-iou-thresholded-metrics.md?metric=Mean%20IoU%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU@10% | Result date | Report paper |
| --- | --- | --- | --- |
| DualCoOp + TaI-DPT | 81.5 | Not recorded | 68fa6e441e209131cea3edb1 |
| DualCoOp | 81 | Not recorded | 68fa6e441e209131cea3edb1 |
| DualCoOp | 78.7 | Not recorded | 68fa6e441e209131cea3edb1 |
| SARB | 71.2 | Not recorded | 68fa6e441e209131cea3edb1 |

### DualCoOp + TaI-DPT

IoU@10%: 81.5. Result ID: 6990222f3a6c314849fe59b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb1.md>)

[Implementation](<https://github.com/guozix/TaI-DPT>)

Recorded evaluation configuration: {"integration":"TaI-DPT","reproduced\_base":true}. This record does not assert independent reproduction.

### DualCoOp

IoU@10%: 81. Result ID: 6990222f3a6c314849fe59b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb1.md>)

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

Recorded evaluation configuration: {"reproduced":true}. This record does not assert independent reproduction.

### DualCoOp

IoU@10%: 78.7. Result ID: 6990222f3a6c314849fe59b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb1.md>)

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

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

### SARB

IoU@10%: 71.2. Result ID: 6990222f3a6c314849fe59b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c7.md>)

[Implementation](<https://github.com/HCPLab-SYSU/HCP-MLR-PL>)

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

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