# Image Reconstruction on FashionMNIST (test)

Source: [Image Reconstruction on FashionMNIST (test)](<https://www.sota2.com/research/sota/image-reconstruction-on-fashionmnist-test>)

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

Data updated: 2026-05-12T14:32:38.860Z

Evaluation of image reconstruction models using the FashionMNIST test set, measured using MSE and SSIM.

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 | Image Reconstruction |
| Dataset (including any stated split) | FashionMNIST (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

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

- [SSIM](<https://www.sota2.com/research/sota/image-reconstruction-on-fashionmnist-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| ResUNet | 0.00395 | Not recorded | 6a02b496dbc836b87d824da8 |
| Topo-UNet | 0.00427 | Not recorded | 6a02b496dbc836b87d824da8 |
| UNet | 0.00534 | Not recorded | 6a02b496dbc836b87d824da8 |
| AttentionUNet | 0.00596 | Not recorded | 6a02b496dbc836b87d824da8 |
| UNetPP | 0.00607 | Not recorded | 6a02b496dbc836b87d824da8 |
| UFSL+DP | 0.403 | Not recorded | 6997eac309c33900fcd767d3 |
| KD-UFSL | 0.428 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL | 0.494 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL | 0.578 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL+DP | 0.578 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL | 0.655 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL+KA | 0.659 | Not recorded | 6997eac309c33900fcd767d3 |
| KD-UFSL | 0.659 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL+KA | 0.66 | Not recorded | 6997eac309c33900fcd767d3 |
| KD-UFSL | 0.676 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL+DP | 0.733 | Not recorded | 6997eac309c33900fcd767d3 |
| UFSL+KA | 0.881 | Not recorded | 6997eac309c33900fcd767d3 |

### ResUNet

MSE: 0.00395. Result ID: 6a0339fc47f34ce924e80fee.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645f1e209131cea041a2.md>)

Recorded evaluation configuration: {"Input Resolution":"28 × 28","Color Space":"grayscale"}. This record does not assert independent reproduction.

### Topo-UNet

MSE: 0.00427. Result ID: 6a0339fc47f34ce924e80ff1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

Recorded evaluation configuration: {"Input Resolution":"28 × 28","Color Space":"grayscale"}. This record does not assert independent reproduction.

### UNet

MSE: 0.00534. Result ID: 6a0339fc47f34ce924e80fef.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Input Resolution":"28 × 28","Color Space":"grayscale"}. This record does not assert independent reproduction.

### AttentionUNet

MSE: 0.00596. Result ID: 6a0339fc47f34ce924e80fed.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645e1e209131cea040df.md>)

[Implementation](<https://github.com/ozan-oktay/Attention-Gated-Networks>)

Recorded evaluation configuration: {"Input Resolution":"28 × 28","Color Space":"grayscale"}. This record does not assert independent reproduction.

### UNetPP

MSE: 0.00607. Result ID: 6a0339fc47f34ce924e80ff0.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b496dbc836b87d824da8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a9.md>)

[Implementation](<https://www.sota2.com/github.com/Nested-UNet>)

Recorded evaluation configuration: {"Input Resolution":"28 × 28","Color Space":"grayscale"}. This record does not assert independent reproduction.

### UFSL+DP

MSE: 0.403. Result ID: 699b0ff85698665ec4a341c3.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fdc1e209131cea47b98.md>)

Recorded evaluation configuration: {"Network":"ResNet18","sigma^2":0.2}. This record does not assert independent reproduction.

### KD-UFSL

MSE: 0.428. Result ID: 699b0ff85698665ec4a341c5.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction.

### UFSL

MSE: 0.494. Result ID: 699b0ff85698665ec4a341ca.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651b1e209131cea0859d.md>)

Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction.

### UFSL

MSE: 0.578. Result ID: 699b0ff85698665ec4a341c6.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651b1e209131cea0859d.md>)

Recorded evaluation configuration: {"Network":"ConvNet"}. This record does not assert independent reproduction.

### UFSL+DP

MSE: 0.578. Result ID: 699b0ff85698665ec4a341c7.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fdc1e209131cea47b98.md>)

Recorded evaluation configuration: {"Network":"ConvNet","sigma^2":0.2}. This record does not assert independent reproduction.

### UFSL

MSE: 0.655. Result ID: 699b0ff85698665ec4a341c2.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651b1e209131cea0859d.md>)

Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction.

### UFSL+KA

MSE: 0.659. Result ID: 699b0ff85698665ec4a341c8.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ConvNet","k":3}. This record does not assert independent reproduction.

### KD-UFSL

MSE: 0.659. Result ID: 699b0ff85698665ec4a341cd.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction.

### UFSL+KA

MSE: 0.66. Result ID: 699b0ff85698665ec4a341cc.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ResNet50","k":3}. This record does not assert independent reproduction.

### KD-UFSL

MSE: 0.676. Result ID: 699b0ff85698665ec4a341c9.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ConvNet"}. This record does not assert independent reproduction.

### UFSL+DP

MSE: 0.733. Result ID: 699b0ff85698665ec4a341cb.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fdc1e209131cea47b98.md>)

Recorded evaluation configuration: {"Network":"ResNet50","sigma^2":0.2}. This record does not assert independent reproduction.

### UFSL+KA

MSE: 0.881. Result ID: 699b0ff85698665ec4a341c4.

[Reporting paper](<https://www.sota2.com/research/paper/6997eac309c33900fcd767d3.md>)

Recorded evaluation configuration: {"Network":"ResNet18","k":3}. This record does not assert independent reproduction.

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