# Interpolation on ADNI (MAE, PSNR, SDlogJ, NDV)

Source: [Interpolation on ADNI (MAE, PSNR, SDlogJ, NDV)](<https://www.sota2.com/research/sota/interpolation-on-adni-mae-psnr-sdlogj-ndv>)

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

Data updated: 2026-03-31T11:42:34.979Z

Evaluation of model performance on time series interpolation using the ADNI dataset, assessed using Mean Absolute Error (MAE), Peak Signal-to-Noise Ratio (PSNR), Standardized Difference in Log-Jacobian (SDlogJ), and Normalized Difference in Volume (NDV).

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 | Interpolation |
| Dataset (including any stated split) | ADNI |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [MAE](<https://www.sota2.com/research/sota/interpolation-on-adni-mae-psnr-sdlogj-ndv.md?metric=MAE>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/interpolation-on-adni-mae-psnr-sdlogj-ndv.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SDlogJ](<https://www.sota2.com/research/sota/interpolation-on-adni-mae-psnr-sdlogj-ndv.md?metric=SDlogJ>): Lower is better; unit: SCALAR.

- [NDV](<https://www.sota2.com/research/sota/interpolation-on-adni-mae-psnr-sdlogj-ndv.md?metric=NDV>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Seq-VXM | 4.5 | Not recorded | 68fa7ae41e209131cea85b95 |
| TimeFlowdiff | 5.3 | Not recorded | 68fa7ae41e209131cea85b95 |
| NODER | 5.5 | Not recorded | 68fa7ae41e209131cea85b95 |
| VXMdiff | 5.5 | Not recorded | 68fa7ae41e209131cea85b95 |
| TimeFlow | 5.5 | Not recorded | 68fa7ae41e209131cea85b95 |
| VXM | 5.6 | Not recorded | 68fa7ae41e209131cea85b95 |
| SyN | 5.7 | Not recorded | 68fa7ae41e209131cea85b95 |
| rigid | 7.3 | Not recorded | 68fa7ae41e209131cea85b95 |

### Seq-VXM

MAE: 4.5. Result ID: 69cbb30e47f34ce924b50629.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74491e209131cea60c71.md>)

Recorded evaluation configuration: {"note":"Upper bound"}. This record does not assert independent reproduction.

### TimeFlowdiff

MAE: 5.3. Result ID: 69cbb30e47f34ce924b50630.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

Recorded evaluation configuration: {"integration\_technique":"scaling and squaring"}. This record does not assert independent reproduction.

### NODER

MAE: 5.5. Result ID: 69cbb30e47f34ce924b5062c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742f1e209131cea604b7.md>)

[Implementation](<https://github.com/ZedKing12138/NODER-pytorch>)

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

### VXMdiff

MAE: 5.5. Result ID: 69cbb30e47f34ce924b5062e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66111e209131cea0e06a.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"integration\_technique":"scaling and squaring"}. This record does not assert independent reproduction.

### TimeFlow

MAE: 5.5. Result ID: 69cbb30e47f34ce924b5062f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

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

### VXM

MAE: 5.6. Result ID: 69cbb30e47f34ce924b5062d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

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

### SyN

MAE: 5.7. Result ID: 69cbb30e47f34ce924b5062b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

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

### rigid

MAE: 7.3. Result ID: 69cbb30e47f34ce924b5062a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b95.md>)

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

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