# Image Segmentation on Keyhole Segmentation Dataset Large Image 1.0 (test)

Source: [Image Segmentation on Keyhole Segmentation Dataset Large Image 1.0 (test)](<https://www.sota2.com/research/sota/image-segmentation-on-keyhole-segmentation-dataset-large-image-1-0-test>)

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

Data updated: 2026-06-16T09:36:44.971Z

Evaluation of Image Segmentation performance on the test split of the Keyhole Segmentation Dataset Large Image 1.0, focusing on inference time 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 | Image Segmentation |
| Dataset (including any stated split) | Keyhole Segmentation Dataset Large Image 1.0 (test) |
| Metric | Inference Time (ms/img) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Inference Time (ms/img)](<https://www.sota2.com/research/sota/image-segmentation-on-keyhole-segmentation-dataset-large-image-1-0-test.md?metric=Inference%20Time%20(ms%2Fimg)>): Lower is better; unit: TIME.

## Recorded results

| Method | Inference Time (ms/img) | Result date | Report paper |
| --- | --- | --- | --- |
| MOSAIC | 7.76 | Not recorded | 6a30d900d33dfb23e783d14a |
| MOSAIC | 12.24 | Not recorded | 6a30d900d33dfb23e783d14a |
| MOSAIC | 19.9 | Not recorded | 6a30d900d33dfb23e783d14a |
| YOLO | 32.63 | Not recorded | 6a30d900d33dfb23e783d14a |
| YOLO | 54.06 | Not recorded | 6a30d900d33dfb23e783d14a |
| SAM 2.1 | 884.2 | Not recorded | 6a30d900d33dfb23e783d14a |
| SAM 2.1 | 5284 | Not recorded | 6a30d900d33dfb23e783d14a |

### MOSAIC

Inference Time (ms/img): 7.76. Result ID: 6a311918fbc373592c2dcfd0.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

Recorded evaluation configuration: {"Processor":"CPU","Execution Stage":"Segmentation","Input Resolution":"150 x 250"}. This record does not assert independent reproduction.

### MOSAIC

Inference Time (ms/img): 12.24. Result ID: 6a311918fbc373592c2dcfcf.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

Recorded evaluation configuration: {"Processor":"CPU","Execution Stage":"Preprocessing","Input Resolution":"150 x 250"}. This record does not assert independent reproduction.

### MOSAIC

Inference Time (ms/img): 19.9. Result ID: 6a311918fbc373592c2dcfce.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

Recorded evaluation configuration: {"Processor":"CPU","Execution Stage":"Total","Input Resolution":"150 x 250"}. This record does not assert independent reproduction.

### YOLO

Inference Time (ms/img): 32.63. Result ID: 6a311918fbc373592c2dcfd2.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a21068ec10484bac23f014a.md>)

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

Recorded evaluation configuration: {"Processor":"GPU","Input Resolution":"320 x 320"}. This record does not assert independent reproduction.

### YOLO

Inference Time (ms/img): 54.06. Result ID: 6a311918fbc373592c2dcfd1.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a21068ec10484bac23f014a.md>)

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

Recorded evaluation configuration: {"Processor":"CPU","Input Resolution":"320 x 320"}. This record does not assert independent reproduction.

### SAM 2.1

Inference Time (ms/img): 884.2. Result ID: 6a311918fbc373592c2dcfd4.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Processor":"GPU","Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### SAM 2.1

Inference Time (ms/img): 5284. Result ID: 6a311918fbc373592c2dcfd3.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d900d33dfb23e783d14a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Processor":"CPU","Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

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