# Reconstruction on ColorMNIST

Source: [Reconstruction on ColorMNIST](<https://www.sota2.com/research/sota/reconstruction-on-colormnist>)

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

Data updated: 2026-02-26T05:51:18.121Z

Evaluation of image reconstruction models using the ColorMNIST dataset, typically measured using metrics like MSSSIM.

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 | Reconstruction |
| Dataset (including any stated split) | ColorMNIST |
| Metric | MSSSIM |
| Unit | SCALAR |
| Direction | Higher 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

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

## Recorded results

| Method | MSSSIM | Result date | Report paper |
| --- | --- | --- | --- |
| VAE + HMC | 0.96 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE + HMC | 0.9 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-VAE | 0.75 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-VAE | 0.5 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE | 0.36 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-TCVAE | 0.35 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-TCVAE | 0.23 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE | 0.19 | Not recorded | 68fa6d9d1e209131cea3ad3e |

### VAE + HMC

MSSSIM: 0.96. Result ID: 698facb43a6c314849fb00af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Implementation](<https://github.com/AKuzina/defend_vae_mcmc>)

Recorded evaluation configuration: {"Attack Radius":0.1}. This record does not assert independent reproduction.

### VAE + HMC

MSSSIM: 0.9. Result ID: 698facb43a6c314849fb00b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Implementation](<https://github.com/AKuzina/defend_vae_mcmc>)

Recorded evaluation configuration: {"Attack Radius":0.2}. This record does not assert independent reproduction.

### β-VAE

MSSSIM: 0.75. Result ID: 698facb43a6c314849fb00b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

Recorded evaluation configuration: {"Attack Radius":0.1}. This record does not assert independent reproduction.

### β-VAE

MSSSIM: 0.5. Result ID: 698facb43a6c314849fb00b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

Recorded evaluation configuration: {"Attack Radius":0.2}. This record does not assert independent reproduction.

### VAE

MSSSIM: 0.36. Result ID: 698facb43a6c314849fb00ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

Recorded evaluation configuration: {"Attack Radius":0.1}. This record does not assert independent reproduction.

### β-TCVAE

MSSSIM: 0.35. Result ID: 698facb43a6c314849fb00b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

Recorded evaluation configuration: {"Attack Radius":0.1}. This record does not assert independent reproduction.

### β-TCVAE

MSSSIM: 0.23. Result ID: 698facb43a6c314849fb00b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

Recorded evaluation configuration: {"Attack Radius":0.2}. This record does not assert independent reproduction.

### VAE

MSSSIM: 0.19. Result ID: 698facb43a6c314849fb00ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

Recorded evaluation configuration: {"Attack Radius":0.2}. This record does not assert independent reproduction.

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