# Object Detection on Cells

Source: [Object Detection on Cells](<https://www.sota2.com/research/sota/object-detection-on-cells>)

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

Data updated: 2026-03-04T16:55:30.425Z

Evaluation of Object Detection performance on the Cells dataset, reporting metrics such as F1 score.

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) | Cells |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/object-detection-on-cells.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ORGAN | 77.9 | Not recorded | 69a66c562d603e6de3e3d123 |
| LSD | 53.9 | Not recorded | 69a66c562d603e6de3e3d123 |
| SLATE | 46.6 | Not recorded | 69a66c562d603e6de3e3d123 |
| SPOT | 24.8 | Not recorded | 69a66c562d603e6de3e3d123 |
| SPACE | 0 | Not recorded | 69a66c562d603e6de3e3d123 |

### ORGAN

F1 Score: 77.9. Result ID: 69a863f36dbb7075b9500b77.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

Recorded evaluation configuration: {"Resolution":"128×128","Training time (hours)":"31.5","Inference time (ms)":"3.4"}. This record does not assert independent reproduction.

### LSD

F1 Score: 53.9. Result ID: 69a863f36dbb7075b9500b7a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710d1e209131cea4ee3a.md>)

[Implementation](<https://github.com/JindongJiang/latent-slot-diffusion>)

Recorded evaluation configuration: {"Resolution":"128×128","Training time (hours)":"10.5","Inference time (ms)":"7.0"}. This record does not assert independent reproduction.

### SLATE

F1 Score: 46.6. Result ID: 69a863f36dbb7075b9500b79.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319dc.md>)

Recorded evaluation configuration: {"Resolution":"128×128","Training time (hours)":"0.75","Inference time (ms)":"3.5"}. This record does not assert independent reproduction.

### SPOT

F1 Score: 24.8. Result ID: 69a863f36dbb7075b9500b7b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d31e209131cea58c09.md>)

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

Recorded evaluation configuration: {"Resolution":"128×128","Training time (hours)":"10.0","Inference time (ms)":"32.8"}. This record does not assert independent reproduction.

### SPACE

F1 Score: 0. Result ID: 69a863f36dbb7075b9500b78.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c562d603e6de3e3d123.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67331e209131cea14af8.md>)

Recorded evaluation configuration: {"Resolution":"128×128","Training time (hours)":"13.0","Inference time (ms)":"15.0"}. This record does not assert independent reproduction.

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