# Neural Field Reconstruction on ImageNette

Source: [Neural Field Reconstruction on ImageNette](<https://www.sota2.com/research/sota/neural-field-reconstruction-on-imagenette>)

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

Data updated: 2026-02-26T05:57:07.000Z

Evaluation of Neural Field Reconstruction models using the ImageNette dataset. Performance is typically measured using PSNR metrics across different training steps.

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 | Neural Field Reconstruction |
| Dataset (including any stated split) | ImageNette |
| Metric | PSNR (Step 1) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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 (Step 1)](<https://www.sota2.com/research/sota/neural-field-reconstruction-on-imagenette.md?metric=PSNR%20(Step%201)>): Higher is better; unit: SCALAR.

- [PSNR (Best)](<https://www.sota2.com/research/sota/neural-field-reconstruction-on-imagenette.md?metric=PSNR%20(Best)>): Higher is better; unit: SCALAR.

- [PSNR (Step 4096)](<https://www.sota2.com/research/sota/neural-field-reconstruction-on-imagenette.md?metric=PSNR%20(Step%204096)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Step 1) | Result date | Report paper |
| --- | --- | --- | --- |
| MCL-NF | 25.18 | Not recorded | 68fa77db1e209131cea75968 |
| MAML+CL | 24.63 | Not recorded | 68fa77db1e209131cea75968 |
| MOL | 24.35 | Not recorded | 68fa77db1e209131cea75968 |
| OML | 24.04 | Not recorded | 68fa77db1e209131cea75968 |
| ER | 13.23 | Not recorded | 68fa77db1e209131cea75968 |
| EWC | 13.23 | Not recorded | 68fa77db1e209131cea75968 |
| CL | 13.14 | Not recorded | 68fa77db1e209131cea75968 |
| MER | 12.28 | Not recorded | 68fa77db1e209131cea75968 |
| OL | 12.16 | Not recorded | 68fa77db1e209131cea75968 |

### MCL-NF

PSNR (Step 1): 25.18. Result ID: 699e3ee05698665ec4fbddb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

Recorded evaluation configuration: {"Learning Paradigm":"MCL","Best Step":"4096"}. This record does not assert independent reproduction.

### MAML+CL

PSNR (Step 1): 24.63. Result ID: 699e3ee05698665ec4fbddb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"Learning Paradigm":"MCL","Best Step":"64"}. This record does not assert independent reproduction.

### MOL

PSNR (Step 1): 24.35. Result ID: 699e3ee05698665ec4fbddaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

Recorded evaluation configuration: {"Learning Paradigm":"MOL","Best Step":"4096"}. This record does not assert independent reproduction.

### OML

PSNR (Step 1): 24.04. Result ID: 699e3ee05698665ec4fbddb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea113b1.md>)

Recorded evaluation configuration: {"Learning Paradigm":"MCL","Best Step":"16"}. This record does not assert independent reproduction.

### ER

PSNR (Step 1): 13.23. Result ID: 699e3ee05698665ec4fbddac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"Learning Paradigm":"CL","Best Step":"4096"}. This record does not assert independent reproduction.

### EWC

PSNR (Step 1): 13.23. Result ID: 699e3ee05698665ec4fbddad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Learning Paradigm":"CL","Best Step":"256"}. This record does not assert independent reproduction.

### CL

PSNR (Step 1): 13.14. Result ID: 699e3ee05698665ec4fbddab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ae91e209131cea2af8f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"CL","Best Step":"64"}. This record does not assert independent reproduction.

### MER

PSNR (Step 1): 12.28. Result ID: 699e3ee05698665ec4fbddae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c04b.md>)

Recorded evaluation configuration: {"Learning Paradigm":"CML","Best Step":"256"}. This record does not assert independent reproduction.

### OL

PSNR (Step 1): 12.16. Result ID: 699e3ee05698665ec4fbddaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77db1e209131cea75968.md>)

Recorded evaluation configuration: {"Learning Paradigm":"OL","Best Step":"4096"}. This record does not assert independent reproduction.

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