# fMRI Super-resolution on ABCD (test)

Source: [fMRI Super-resolution on ABCD (test)](<https://www.sota2.com/research/sota/fmri-super-resolution-on-abcd-test>)

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

Data updated: 2026-05-12T08:30:36.981Z

Evaluation of Super-Resolution models applied to fMRI data from the ABCD dataset (test split), assessed using PSNR, SSIM, VIF, and MSE.

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 | fMRI Super-resolution |
| Dataset (including any stated split) | ABCD (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/fmri-super-resolution-on-abcd-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/fmri-super-resolution-on-abcd-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [VIF](<https://www.sota2.com/research/sota/fmri-super-resolution-on-abcd-test.md?metric=VIF>): Higher is better; unit: PERCENT.

- [MSE](<https://www.sota2.com/research/sota/fmri-super-resolution-on-abcd-test.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| NeuroGAN-3D | 32.4 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 32.2 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 32.1 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 31.9 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 31.8 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 31.8 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 31.5 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 30.7 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 30.1 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 30 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 29.9 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 29.7 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 29.6 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 29.6 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 29.3 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 28.5 | Not recorded | 6a02b425dbc836b87d8246f7 |
| NeuroGAN-3D | 0.52 | Not recorded | 6a02b425dbc836b87d8246f7 |
| Model 1 | 0.51 | Not recorded | 6a02b425dbc836b87d8246f7 |

### NeuroGAN-3D

PSNR: 32.4. Result ID: 6a02e3be47f34ce924e5a033.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"1"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 32.2. Result ID: 6a02e3be47f34ce924e5a039.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"PCC","Sample index":"2"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 32.1. Result ID: 6a02e3be47f34ce924e5a036.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"PCC","Sample index":"1"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 31.9. Result ID: 6a02e3be47f34ce924e5a034.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"2"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 31.8. Result ID: 6a02e3be47f34ce924e5a038.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"3"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 31.8. Result ID: 6a02e3be47f34ce924e5a03a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"Overall Average"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 31.5. Result ID: 6a02e3be47f34ce924e5a037.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"ACC","Sample index":"2"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 30.7. Result ID: 6a02e3be47f34ce924e5a035.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"ACC","Sample index":"1"}. This record does not assert independent reproduction.

### Model 1

PSNR: 30.1. Result ID: 6a02e3be47f34ce924e5a03c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"1"}. This record does not assert independent reproduction.

### Model 1

PSNR: 30. Result ID: 6a02e3be47f34ce924e5a042.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"PCC","Sample index":"2"}. This record does not assert independent reproduction.

### Model 1

PSNR: 29.9. Result ID: 6a02e3be47f34ce924e5a03f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"PCC","Sample index":"1"}. This record does not assert independent reproduction.

### Model 1

PSNR: 29.7. Result ID: 6a02e3be47f34ce924e5a03d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"2"}. This record does not assert independent reproduction.

### Model 1

PSNR: 29.6. Result ID: 6a02e3be47f34ce924e5a041.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"Precuneus","Sample index":"3"}. This record does not assert independent reproduction.

### Model 1

PSNR: 29.6. Result ID: 6a02e3be47f34ce924e5a043.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"Overall Average"}. This record does not assert independent reproduction.

### Model 1

PSNR: 29.3. Result ID: 6a02e3be47f34ce924e5a040.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"ACC","Sample index":"2"}. This record does not assert independent reproduction.

### Model 1

PSNR: 28.5. Result ID: 6a02e3be47f34ce924e5a03e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"ACC","Sample index":"1"}. This record does not assert independent reproduction.

### NeuroGAN-3D

PSNR: 0.52. Result ID: 6a02e3be47f34ce924e5a03b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

Recorded evaluation configuration: {"DMN Component":"STD"}. This record does not assert independent reproduction.

### Model 1

PSNR: 0.51. Result ID: 6a02e3be47f34ce924e5a044.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b425dbc836b87d8246f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"DMN Component":"STD"}. This record does not assert independent reproduction.

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