# Unsupervised Continual Clustering on CIFAR-10

Source: [Unsupervised Continual Clustering on CIFAR-10](<https://www.sota2.com/research/sota/unsupervised-continual-clustering-on-cifar-10>)

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

Data updated: 2026-06-08T08:04:24.310Z

Evaluation of unsupervised continual clustering performance on the CIFAR-10 dataset, reporting metrics such as Accuracy (ACC) and F-score.

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 | Unsupervised Continual Clustering |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Accuracy (ACC) |
| Unit | PERCENT |
| 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

- [Accuracy (ACC)](<https://www.sota2.com/research/sota/unsupervised-continual-clustering-on-cifar-10.md?metric=Accuracy%20(ACC)>): Higher is better; unit: PERCENT.

- [F-Score](<https://www.sota2.com/research/sota/unsupervised-continual-clustering-on-cifar-10.md?metric=F-Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (ACC) | Result date | Report paper |
| --- | --- | --- | --- |
| CC | 79 | Not recorded | 6a264cb190966ade919beba4 |
| FBCC | 75.28 | Not recorded | 6a264cb190966ade919beba4 |
| POCON | 57.2 | Not recorded | 6a264cb190966ade919beba4 |
| LUMP | 56.43 | Not recorded | 6a264cb190966ade919beba4 |
| CaSSLe | 40.56 | Not recorded | 6a264cb190966ade919beba4 |
| OCD-Net | 40.41 | Not recorded | 6a264cb190966ade919beba4 |
| STAM | 39.61 | Not recorded | 6a264cb190966ade919beba4 |
| CCL | 36.56 | Not recorded | 6a264cb190966ade919beba4 |
| Co2L | 28.35 | Not recorded | 6a264cb190966ade919beba4 |

### CC

Accuracy (ACC): 79. Result ID: 6a267783fbc373592c231a62.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd44.md>)

Recorded evaluation configuration: {"mode":"offline"}. This record does not assert independent reproduction.

### FBCC

Accuracy (ACC): 75.28. Result ID: 6a267783fbc373592c231a6a.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

Recorded evaluation configuration: {"number of parameters":"15.1m"}. This record does not assert independent reproduction.

### POCON

Accuracy (ACC): 57.2. Result ID: 6a267783fbc373592c231a69.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba7a.md>)

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

### LUMP

Accuracy (ACC): 56.43. Result ID: 6a267783fbc373592c231a67.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3276b.md>)

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

### CaSSLe

Accuracy (ACC): 40.56. Result ID: 6a267783fbc373592c231a68.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c301e209131cea32b42.md>)

Recorded evaluation configuration: {"number of parameters":"29m"}. This record does not assert independent reproduction.

### OCD-Net

Accuracy (ACC): 40.41. Result ID: 6a267783fbc373592c231a64.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

Recorded evaluation configuration: {"learning\_mode":"SCL"}. This record does not assert independent reproduction.

### STAM

Accuracy (ACC): 39.61. Result ID: 6a267783fbc373592c231a66.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f121e209131ce9e74b7.md>)

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

### CCL

Accuracy (ACC): 36.56. Result ID: 6a267783fbc373592c231a65.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd81e209131cea3c5c9.md>)

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

### Co2L

Accuracy (ACC): 28.35. Result ID: 6a267783fbc373592c231a63.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb190966ade919beba4.md>)

Recorded evaluation configuration: {"learning\_mode":"SCL"}. This record does not assert independent reproduction.

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