# Object Detection on CVC-ClinicDB (val)

Source: [Object Detection on CVC-ClinicDB (val)](<https://www.sota2.com/research/sota/object-detection-on-cvc-clinicdb-val>)

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

Data updated: 2026-02-26T05:58:28.432Z

Evaluation of Object Detection performance on the validation split of the CVC-ClinicDB dataset, reporting Precision and Recall.

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) | CVC-ClinicDB (val) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

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

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| PolypSegTrack | 98.4 | Not recorded | 68fa77ca1e209131cea75591 |
| QueryNet | 97 | Not recorded | 68fa77ca1e209131cea75591 |
| Def. DETR | 95.5 | Not recorded | 68fa77ca1e209131cea75591 |
| DINO | 95.5 | Not recorded | 68fa77ca1e209131cea75591 |
| DAB-DETR | 94 | Not recorded | 68fa77ca1e209131cea75591 |

### PolypSegTrack

Precision: 98.4. Result ID: 69956a313badfaffe65e2f9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

Recorded evaluation configuration: {"Type":"Joint"}. This record does not assert independent reproduction.

### QueryNet

Precision: 97. Result ID: 69956a313badfaffe65e2f9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

Recorded evaluation configuration: {"Type":"Joint","Venue":"MICCAI'24"}. This record does not assert independent reproduction.

### Def. DETR

Precision: 95.5. Result ID: 69956a313badfaffe65e2f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69951e209131cea22d46.md>)

[Implementation](<https://github.com/fundamentalvision/Deformable-DETR>)

Recorded evaluation configuration: {"Type":"Seg","Venue":"ICLR'21"}. This record does not assert independent reproduction.

### DINO

Precision: 95.5. Result ID: 69956a313badfaffe65e2f9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Type":"Seg","Venue":"ICLR'23"}. This record does not assert independent reproduction.

### DAB-DETR

Precision: 94. Result ID: 69956a313badfaffe65e2f9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea75591.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a9e.md>)

[Implementation](<https://github.com/SlongLiu/DAB-DETR>)

Recorded evaluation configuration: {"Type":"Seg","Venue":"CVPR'22"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.