# Image Clustering on Tiny-ImageNet-200

Source: [Image Clustering on Tiny-ImageNet-200](<https://www.sota2.com/research/sota/image-clustering-on-tiny-imagenet-200>)

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

Data updated: 2026-02-26T05:21:26.009Z

Evaluation of unsupervised image clustering performance on the Tiny-ImageNet-200 dataset, measured using ACC, NMI, and ARI.

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 Clustering |
| Dataset (including any stated split) | Tiny-ImageNet-200 |
| Metric | ACC |
| Unit | PERCENT |
| Direction | Higher 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

- [ACC](<https://www.sota2.com/research/sota/image-clustering-on-tiny-imagenet-200.md?metric=ACC>): Higher is better; unit: PERCENT.

- [NMI](<https://www.sota2.com/research/sota/image-clustering-on-tiny-imagenet-200.md?metric=NMI>): Higher is better; unit: SCALAR.

- [ARI](<https://www.sota2.com/research/sota/image-clustering-on-tiny-imagenet-200.md?metric=ARI>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ACC | Result date | Report paper |
| --- | --- | --- | --- |
| SPICEs | 30.5 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| CC | 14 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DCCM | 10.8 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| PICA | 9.8 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DAC | 6.6 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DSEC | 6.6 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| AE | 4.1 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DCGAN | 4.1 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| SDAE | 3.9 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DEC | 3.7 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| VAE | 3.6 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| DeCNN | 3.5 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| JULE | 3.3 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| NMF | 2.9 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| AC | 2.7 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| k-means | 2.5 | Not recorded | 68fa6dfa1e209131cea3d1f3 |
| SC | 2.2 | Not recorded | 68fa6dfa1e209131cea3d1f3 |

### SPICEs

ACC: 30.5. Result ID: 698ffd583a6c314849fd4b61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Implementation](<https://github.com/niuchuangnn/SPICE>)

Recorded evaluation configuration: {"backbone":"ResNet-34","joint training":false}. This record does not assert independent reproduction.

### CC

ACC: 14. Result ID: 698ffd583a6c314849fd4b60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

Recorded evaluation configuration: {"backbone":"ResNet-34"}. This record does not assert independent reproduction.

### DCCM

ACC: 10.8. Result ID: 698ffd583a6c314849fd4b5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef68.md>)

[Implementation](<https://github.com/Cory-M/DCCM>)

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

### PICA

ACC: 9.8. Result ID: 698ffd583a6c314849fd4b5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### DAC

ACC: 6.6. Result ID: 698ffd583a6c314849fd4b5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### DSEC

ACC: 6.6. Result ID: 698ffd583a6c314849fd4b5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### AE

ACC: 4.1. Result ID: 698ffd583a6c314849fd4b55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### DCGAN

ACC: 4.1. Result ID: 698ffd583a6c314849fd4b57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f86d4.md>)

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

### SDAE

ACC: 3.9. Result ID: 698ffd583a6c314849fd4b56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### DEC

ACC: 3.7. Result ID: 698ffd583a6c314849fd4b5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627c1e209131ce9f9851.md>)

[Implementation](<https://github.com/piiswrong/dec>)

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

### VAE

ACC: 3.6. Result ID: 698ffd583a6c314849fd4b59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

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

### DeCNN

ACC: 3.5. Result ID: 698ffd583a6c314849fd4b58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### JULE

ACC: 3.3. Result ID: 698ffd583a6c314849fd4b5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa392.md>)

[Implementation](<https://github.com/jwyang/joint-unsupervised-learning>)

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

### NMF

ACC: 2.9. Result ID: 698ffd583a6c314849fd4b54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### AC

ACC: 2.7. Result ID: 698ffd583a6c314849fd4b53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### k-means

ACC: 2.5. Result ID: 698ffd583a6c314849fd4b51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

### SC

ACC: 2.2. Result ID: 698ffd583a6c314849fd4b52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1f3.md>)

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

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