# Color Classification on ColorMNIST

Source: [Color Classification on ColorMNIST](<https://www.sota2.com/research/sota/color-classification-on-colormnist>)

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

Data updated: 2026-02-26T05:34:42.565Z

Evaluation of Color Classification performance on the ColorMNIST dataset, reporting Adversarial Accuracy.

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 | Color Classification |
| Dataset (including any stated split) | ColorMNIST |
| Metric | Adversarial Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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

- [Adversarial Accuracy](<https://www.sota2.com/research/sota/color-classification-on-colormnist.md?metric=Adversarial%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Adversarial Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE + HMC | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-VAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-TCVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1 | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1 | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2 | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2 | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2 | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1-AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1-AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2-AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2-AVAE | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE-SS | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE-SS | 100 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE | 88 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.2-AVAE | 83 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE + HMC | 68 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE + HMC | 62 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1-AVAE | 60 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| AVAE-SS | 57 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| SE0.1 | 22 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-VAE | 21 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-VAE | 18 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE | 6 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| VAE | 6 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-TCVAE | 6 | Not recorded | 68fa6d9d1e209131cea3ad3e |
| β-TCVAE | 5 | Not recorded | 68fa6d9d1e209131cea3ad3e |

### VAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb008f.

[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}. This record does not assert independent reproduction.

### VAE + HMC

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb0092.

[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}. This record does not assert independent reproduction.

### β-VAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb0095.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### β-TCVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb0098.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### SE0.1

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb009b.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### SE0.1

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb009c.

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

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

### SE0.2

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb009e.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### SE0.2

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb009f.

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

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

### SE0.2

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a0.

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

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

### AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a1.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a2.

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

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

### SE0.1-AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a4.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### SE0.1-AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a5.

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

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

### SE0.2-AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a7.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### SE0.2-AVAE

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00a8.

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

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

### AVAE-SS

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00aa.

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

Recorded evaluation configuration: {"Attack Radius":0}. This record does not assert independent reproduction.

### AVAE-SS

Adversarial Accuracy: 100. Result ID: 698facb43a6c314849fb00ab.

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

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

### AVAE

Adversarial Accuracy: 88. Result ID: 698facb43a6c314849fb00a3.

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

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

### SE0.2-AVAE

Adversarial Accuracy: 83. Result ID: 698facb43a6c314849fb00a9.

[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 + HMC

Adversarial Accuracy: 68. Result ID: 698facb43a6c314849fb0093.

[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

Adversarial Accuracy: 62. Result ID: 698facb43a6c314849fb0094.

[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.

### SE0.1-AVAE

Adversarial Accuracy: 60. Result ID: 698facb43a6c314849fb00a6.

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

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

### AVAE-SS

Adversarial Accuracy: 57. Result ID: 698facb43a6c314849fb00ac.

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

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

### SE0.1

Adversarial Accuracy: 22. Result ID: 698facb43a6c314849fb009d.

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

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

### β-VAE

Adversarial Accuracy: 21. Result ID: 698facb43a6c314849fb0096.

[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

Adversarial Accuracy: 18. Result ID: 698facb43a6c314849fb0097.

[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

Adversarial Accuracy: 6. Result ID: 698facb43a6c314849fb0090.

[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.

### VAE

Adversarial Accuracy: 6. Result ID: 698facb43a6c314849fb0091.

[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.

### β-TCVAE

Adversarial Accuracy: 6. Result ID: 698facb43a6c314849fb0099.

[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

Adversarial Accuracy: 5. Result ID: 698facb43a6c314849fb009a.

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

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

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