# Glottis Detection on Clinical

Source: [Glottis Detection on Clinical](<https://www.sota2.com/research/sota/glottis-detection-on-clinical>)

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

Data updated: 2026-03-10T10:49:47.561Z

Evaluation of Glottis Detection performance on the Clinical dataset, measured using mAP, AP50, and AP75.

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 | Glottis Detection |
| Dataset (including any stated split) | Clinical |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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/glottis-detection-on-clinical.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/glottis-detection-on-clinical.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/glottis-detection-on-clinical.md?metric=AP75>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| RetinaNet | 37.6 | Not recorded | 69afa58a2d603e6de3e43a8b |
| TOOD | 37 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Mobile GlottisNet | 35.5 | Not recorded | 69afa58a2d603e6de3e43a8b |
| GFL | 34.9 | Not recorded | 69afa58a2d603e6de3e43a8b |
| RTMDet | 34 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Faster RCNN | 32.4 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Mobile GlottisNet\* | 29.9 | Not recorded | 69afa58a2d603e6de3e43a8b |
| VarifocalNet | 28.8 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Deform. DETR | 28.7 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Sparse RCNN | 21 | Not recorded | 69afa58a2d603e6de3e43a8b |
| DAB DETR | 18.3 | Not recorded | 69afa58a2d603e6de3e43a8b |
| ATSS | 17.8 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Reppoints | 15.5 | Not recorded | 69afa58a2d603e6de3e43a8b |
| CenterNet | 12.6 | Not recorded | 69afa58a2d603e6de3e43a8b |
| Conditional DETR | 10.5 | Not recorded | 69afa58a2d603e6de3e43a8b |
| DETR | 9.2 | Not recorded | 69afa58a2d603e6de3e43a8b |
| CentripetalNet | 5.3 | Not recorded | 69afa58a2d603e6de3e43a8b |

### RetinaNet

mAP: 37.6. Result ID: 69aff73c6dbb7075b95927be.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"533","Infer (FPS) Device":"21.6","Infer (FPS) Edge":"12.2"}. This record does not assert independent reproduction.

### TOOD

mAP: 37. Result ID: 69aff73c6dbb7075b95927c2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a71.md>)

[Implementation](<https://github.com/fcjian/TOOD>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"250","Infer (FPS) Device":"28.3","Infer (FPS) Edge":"15.7"}. This record does not assert independent reproduction.

### Mobile GlottisNet

mAP: 35.5. Result ID: 69aff73c6dbb7075b95927c8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

Recorded evaluation configuration: {"Backbone":"MobileNetv3","Model size (MB)":"33","Infer (FPS) Device":"53.5","Infer (FPS) Edge":"26.6"}. This record does not assert independent reproduction.

### GFL

mAP: 34.9. Result ID: 69aff73c6dbb7075b95927bd.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ab1e209131cea17a81.md>)

[Implementation](<https://github.com/implus/GFocal>)

Recorded evaluation configuration: {"Backbone":"ResNet101","Model size (MB)":"401","Infer (FPS) Device":"30.1","Infer (FPS) Edge":"16.4"}. This record does not assert independent reproduction.

### RTMDet

mAP: 34. Result ID: 69aff73c6dbb7075b95927c0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

Recorded evaluation configuration: {"Backbone":"CSPNeXt","Model size (MB)":"149","Infer (FPS) Device":"37.7","Infer (FPS) Edge":"19.1"}. This record does not assert independent reproduction.

### Faster RCNN

mAP: 32.4. Result ID: 69aff73c6dbb7075b95927bc.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"323","Infer (FPS) Device":"51.3","Infer (FPS) Edge":"26.1"}. This record does not assert independent reproduction.

### Mobile GlottisNet\*

mAP: 29.9. Result ID: 69aff73c6dbb7075b95927c9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

Recorded evaluation configuration: {"Backbone":"MobileNetv3","Model size (MB)":"5","Infer (FPS) Device":"62.1","Infer (FPS) Edge":"33.2"}. This record does not assert independent reproduction.

### VarifocalNet

mAP: 28.8. Result ID: 69aff73c6dbb7075b95927c3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696b1e209131cea21e36.md>)

[Implementation](<https://github.com/hyz-xmaster/VarifocalNet>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"255","Infer (FPS) Device":"19.8","Infer (FPS) Edge":"10.6"}. This record does not assert independent reproduction.

### Deform. DETR

mAP: 28.7. Result ID: 69aff73c6dbb7075b95927c7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"474","Infer (FPS) Device":"25.5","Infer (FPS) Edge":"13.8"}. This record does not assert independent reproduction.

### Sparse RCNN

mAP: 21. Result ID: 69aff73c6dbb7075b95927c1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cd1e209131cea24256.md>)

[Implementation](<https://github.com/PeizeSun/SparseR-CNN>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"1244","Infer (FPS) Device":"29.6","Infer (FPS) Edge":"16.2"}. This record does not assert independent reproduction.

### DAB DETR

mAP: 18.3. Result ID: 69aff73c6dbb7075b95927c6.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"515","Infer (FPS) Device":"22.4","Infer (FPS) Edge":"12.6"}. This record does not assert independent reproduction.

### ATSS

mAP: 17.8. Result ID: 69aff73c6dbb7075b95927b9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cd1e209131cea188a9.md>)

[Implementation](<https://github.com/sfzhang15/ATSS>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"251","Infer (FPS) Device":"21.6","Infer (FPS) Edge":"12.1"}. This record does not assert independent reproduction.

### Reppoints

mAP: 15.5. Result ID: 69aff73c6dbb7075b95927bf.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0ebec.md>)

[Implementation](<https://github.com/microsoft/RepPoints>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"288","Infer (FPS) Device":"38.8","Infer (FPS) Edge":"19.7"}. This record does not assert independent reproduction.

### CenterNet

mAP: 12.6. Result ID: 69aff73c6dbb7075b95927ba.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bc9b.md>)

[Implementation](<https://github.com/xingyizhou/CenterNet>)

Recorded evaluation configuration: {"Backbone":"ResNet18","Model size (MB)":"114","Infer (FPS) Device":"50.0","Infer (FPS) Edge":"25.3"}. This record does not assert independent reproduction.

### Conditional DETR

mAP: 10.5. Result ID: 69aff73c6dbb7075b95927c5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ba1e209131cea4cdda.md>)

[Implementation](<https://github.com/Atten4Vis/ConditionalDETR>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"512","Infer (FPS) Device":"34.4","Infer (FPS) Edge":"17.9"}. This record does not assert independent reproduction.

### DETR

mAP: 9.2. Result ID: 69aff73c6dbb7075b95927c4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ad1e209131cea17bce.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Model size (MB)":"497","Infer (FPS) Device":"41.6","Infer (FPS) Edge":"21.1"}. This record does not assert independent reproduction.

### CentripetalNet

mAP: 5.3. Result ID: 69aff73c6dbb7075b95927bb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58a2d603e6de3e43a8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14deb.md>)

Recorded evaluation configuration: {"Backbone":"Hourglass104","Model size (MB)":"2416","Infer (FPS) Device":"11.2","Infer (FPS) Edge":"5.9"}. This record does not assert independent reproduction.

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