# Sparse Source Separation on Sparse source realizations 30dB input SNR (test)

Source: [Sparse Source Separation on Sparse source realizations 30dB input SNR (test)](<https://www.sota2.com/research/sota/sparse-source-separation-on-sparse-source-realizations-30db-input-snr-test>)

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

Data updated: 2026-02-26T06:02:58.117Z

Evaluation of Sparse Source Separation performance on the test split of the Sparse source realizations dataset, specifically configured for 30dB input SNR.

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 | Sparse source separation |
| Dataset (including any stated split) | Sparse source realizations 30dB input SNR (test) |
| Metric | SINR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [SINR](<https://www.sota2.com/research/sota/sparse-source-separation-on-sparse-source-realizations-30db-input-snr-test.md?metric=SINR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SINR | Result date | Report paper |
| --- | --- | --- | --- |
| PMF | 30.17 | Not recorded | 68fa6e091e209131cea3d95e |
| LD-InfoMax | 30 | Not recorded | 68fa6e091e209131cea3d95e |
| WSM | 25.14 | Not recorded | 68fa6e091e209131cea3d95e |

### PMF

SINR: 30.17. Result ID: 699001463a6c314849fd6973.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e091e209131cea3d95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd51e209131cea3068f.md>)

Recorded evaluation configuration: {"Input SNR":"30 dB","Realizations":"200","Approach":"Batch"}. This record does not assert independent reproduction.

### LD-InfoMax

SINR: 30. Result ID: 699001463a6c314849fd6974.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e091e209131cea3d95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa592f1e209131ce9b4ca7.md>)

Recorded evaluation configuration: {"Input SNR":"30 dB","Realizations":"200","Approach":"Batch"}. This record does not assert independent reproduction.

### WSM

SINR: 25.14. Result ID: 699001463a6c314849fd6972.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e091e209131cea3d95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e091e209131cea3d95e.md>)

[Implementation](<https://github.com/BariscanBozkurt/Biologically-Plausible-DetMaxNNs-for-Blind-Source-Separation>)

Recorded evaluation configuration: {"Input SNR":"30 dB","Realizations":"200","Approach":"Online"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.