# Cell Shape Generation on Filopodial cells (test)

Source: [Cell Shape Generation on Filopodial cells (test)](<https://www.sota2.com/research/sota/cell-shape-generation-on-filopodial-cells-test>)

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

Data updated: 2026-02-26T06:08:18.832Z

Evaluation of cell shape generation models using the test split of the Filopodial cells dataset, reporting geometric properties such as Size, Surface area, and Sphericity.

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 | Cell Shape Generation |
| Dataset (including any stated split) | Filopodial cells (test) |
| Metric | Volume (µm³) |
| Unit | SIZE |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Volume (µm³)](<https://www.sota2.com/research/sota/cell-shape-generation-on-filopodial-cells-test.md?metric=Volume%20(%C2%B5m%C2%B3)>): Higher is better; unit: SIZE.

- [Surface Area (µm²)](<https://www.sota2.com/research/sota/cell-shape-generation-on-filopodial-cells-test.md?metric=Surface%20Area%20(%C2%B5m%C2%B2)>): Higher is better; unit: SIZE.

- [Sphericity](<https://www.sota2.com/research/sota/cell-shape-generation-on-filopodial-cells-test.md?metric=Sphericity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Volume (µm³) | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed Generative Model (DeepSDF) | 51.7 | Not recorded | 68fa6d8c1e209131cea3a84f |
| Original Data | 50.8 | Not recorded | 68fa6d8c1e209131cea3a84f |

### Proposed Generative Model (DeepSDF)

Volume (µm³): 51.7. Result ID: 698fa88a3a6c314849fae218.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a84f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a84f.md>)

[Implementation](<https://cbia.fi.muni.cz/research/simulations/implicit_shapes.html>)

Recorded evaluation configuration: {"Data Source":"Generated (G)"}. This record does not assert independent reproduction.

### Original Data

Volume (µm³): 50.8. Result ID: 698fa88a3a6c314849fae217.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a84f.md>)

Recorded evaluation configuration: {"Data Source":"Original (O)"}. This record does not assert independent reproduction.

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