# Phosphene appearance modulation prediction on Stimulus Parameters experimental conditions

Source: [Phosphene appearance modulation prediction on Stimulus Parameters experimental conditions](<https://www.sota2.com/research/sota/phosphene-appearance-modulation-prediction-on-stimulus-parameters-experimental-conditions>)

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

Data updated: 2026-02-26T06:02:09.382Z

Evaluation of model performance in predicting phosphene appearance modulation based on experimental stimulus parameters.

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 | Phosphene appearance modulation prediction |
| Dataset (including any stated split) | Stimulus Parameters experimental conditions |
| Metric | Result (Condition 5) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Result (Condition 5)](<https://www.sota2.com/research/sota/phosphene-appearance-modulation-prediction-on-stimulus-parameters-experimental-conditions.md?metric=Result%20(Condition%205)>): Higher is better; unit: SCALAR.

- [Result (Condition 4A)](<https://www.sota2.com/research/sota/phosphene-appearance-modulation-prediction-on-stimulus-parameters-experimental-conditions.md?metric=Result%20(Condition%204A)>): Higher is better; unit: SCALAR.

- [Result (Condition 4B)](<https://www.sota2.com/research/sota/phosphene-appearance-modulation-prediction-on-stimulus-parameters-experimental-conditions.md?metric=Result%20(Condition%204B)>): Higher is better; unit: SCALAR.

- [Result (Condition 4C)](<https://www.sota2.com/research/sota/phosphene-appearance-modulation-prediction-on-stimulus-parameters-experimental-conditions.md?metric=Result%20(Condition%204C)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Result (Condition 5) | Result date | Report paper |
| --- | --- | --- | --- |
| Beyeler et al. | 190.2 | Not recorded | 68fa5f521e209131ce9e902c |
| Nanduri et al. | 160.9 | Not recorded | 68fa5f521e209131ce9e902c |
| Granley et al. | 49.5 | Not recorded | 68fa5f521e209131ce9e902c |
| Proposed Phosphene Model | 48.6 | Not recorded | 68fa5f521e209131ce9e902c |

### Beyeler et al.

Result (Condition 5): 190.2. Result ID: 698bc3357a967eddb7712e43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f521e209131ce9e902c.md>)

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

### Nanduri et al.

Result (Condition 5): 160.9. Result ID: 698bc3357a967eddb7712e42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f521e209131ce9e902c.md>)

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

### Granley et al.

Result (Condition 5): 49.5. Result ID: 698bc3357a967eddb7712e44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f521e209131ce9e902c.md>)

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

### Proposed Phosphene Model

Result (Condition 5): 48.6. Result ID: 698bc3357a967eddb7712e45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f521e209131ce9e902c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f521e209131ce9e902c.md>)

[Implementation](<https://github.com/bionicvisionlab/2023-NeurIPS-HILO>)

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

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