# 2D Slice Reconstruction on hiPSC

Source: [2D Slice Reconstruction on hiPSC](<https://www.sota2.com/research/sota/2d-slice-reconstruction-on-hipsc>)

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

Data updated: 2026-03-24T14:15:10.574Z

Evaluation of 2D Slice Reconstruction performance on the hiPSC dataset, assessed using PSNR and SSIM.

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 | 2D Slice Reconstruction |
| Dataset (including any stated split) | hiPSC |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR](<https://www.sota2.com/research/sota/2d-slice-reconstruction-on-hipsc.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/2d-slice-reconstruction-on-hipsc.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GaussianPile | 32.59 | Not recorded | 69c21a600636e5bf4afc4607 |
| GaussianPile | 32.03 | Not recorded | 69c21a600636e5bf4afc4607 |
| CoordNet | 24.78 | Not recorded | 69c21a600636e5bf4afc4607 |
| NeurComp | 21.61 | Not recorded | 69c21a600636e5bf4afc4607 |
| 3DGS | 20.15 | Not recorded | 69c21a600636e5bf4afc4607 |
| HEVC | 19.73 | Not recorded | 69c21a600636e5bf4afc4607 |
| INIF | 18.49 | Not recorded | 69c21a600636e5bf4afc4607 |

### GaussianPile

PSNR: 32.59. Result ID: 69c29b6b47f34ce924ab28d9.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

Recorded evaluation configuration: {"Iterations":"30k","Time":"8m"}. This record does not assert independent reproduction.

### GaussianPile

PSNR: 32.03. Result ID: 69c29b6b47f34ce924ab28d8.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

Recorded evaluation configuration: {"Iterations":"10k","Time":"2m"}. This record does not assert independent reproduction.

### CoordNet

PSNR: 24.78. Result ID: 69c29b6b47f34ce924ab28d5.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

Recorded evaluation configuration: {"Time":"60m"}. This record does not assert independent reproduction.

### NeurComp

PSNR: 21.61. Result ID: 69c29b6b47f34ce924ab28d6.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ba1e209131cea23cdd.md>)

Recorded evaluation configuration: {"Time":"43m"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 20.15. Result ID: 69c29b6b47f34ce924ab28d7.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a191.md>)

[Implementation](<https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/>)

Recorded evaluation configuration: {"Time":"26m"}. This record does not assert independent reproduction.

### HEVC

PSNR: 19.73. Result ID: 69c29b6b47f34ce924ab28d3.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### INIF

PSNR: 18.49. Result ID: 69c29b6b47f34ce924ab28d4.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5b4.md>)

Recorded evaluation configuration: {"Time":"29m"}. This record does not assert independent reproduction.

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