# Image Classification on Small-ImageNet-127 size 32x32 and 64x64 (test)

Source: [Image Classification on Small-ImageNet-127 size 32x32 and 64x64 (test)](<https://www.sota2.com/research/sota/image-classification-on-small-imagenet-127-size-32x32-and-64x64-test>)

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

Data updated: 2026-02-26T05:29:59.055Z

Evaluation of Image Classification performance on the specific 32x32 and 64x64 resolution subset of the Small-ImageNet-127 dataset, using the test split.

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 Classification |
| Dataset (including any stated split) | Small-ImageNet-127 size 32x32 and 64x64 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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](<https://www.sota2.com/research/sota/image-classification-on-small-imagenet-127-size-32x32-and-64x64-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Balanced Acc](<https://www.sota2.com/research/sota/image-classification-on-small-imagenet-127-size-32x32-and-64x64-test.md?metric=Balanced%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CCL | 67.8 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + ACR | 63.6 | Not recorded | 68fa75231e209131cea6613d |
| CCL | 61.5 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + ACR | 57.2 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CREST+ + LA | 55.9 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + TRAS | 54.1 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CoSSL | 53.9 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + DARP + CRT | 51 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + TRAS | 46.2 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CREST+ | 44.7 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CoSSL | 43.7 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + DARP | 42.5 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch | 42.3 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CREST+ + LA | 40.9 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + DARP + CRT | 39.7 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + CREST+ | 32.5 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch + DARP | 30.5 | Not recorded | 68fa75231e209131cea6613d |
| FixMatch | 29.7 | Not recorded | 68fa75231e209131cea6613d |

### CCL

Accuracy: 67.8. Result ID: 69938f973a6c31484916dc6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Implementation](<https://github.com/zhouzihao11/CCL>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + ACR

Accuracy: 63.6. Result ID: 69938f973a6c31484916dc6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### CCL

Accuracy: 61.5. Result ID: 69938f973a6c31484916dc6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Implementation](<https://github.com/zhouzihao11/CCL>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + ACR

Accuracy: 57.2. Result ID: 69938f973a6c31484916dc6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + CREST+ + LA

Accuracy: 55.9. Result ID: 69938f973a6c31484916dc66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

[Implementation](<https://github.com/google-research/crest>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + TRAS

Accuracy: 54.1. Result ID: 69938f973a6c31484916dc6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea352f1.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + CoSSL

Accuracy: 53.9. Result ID: 69938f973a6c31484916dc68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f09.md>)

[Implementation](<https://github.com/YUE-FAN/CoSSL>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + DARP + CRT

Accuracy: 51. Result ID: 69938f973a6c31484916dc62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29d57.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + TRAS

Accuracy: 46.2. Result ID: 69938f973a6c31484916dc69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea352f1.md>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + CREST+

Accuracy: 44.7. Result ID: 69938f973a6c31484916dc64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

[Implementation](<https://github.com/google-research/crest>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + CoSSL

Accuracy: 43.7. Result ID: 69938f973a6c31484916dc67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f09.md>)

[Implementation](<https://github.com/YUE-FAN/CoSSL>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + DARP

Accuracy: 42.5. Result ID: 69938f973a6c31484916dc60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29d57.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch

Accuracy: 42.3. Result ID: 69938f973a6c31484916dc5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### FixMatch + CREST+ + LA

Accuracy: 40.9. Result ID: 69938f973a6c31484916dc65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

[Implementation](<https://github.com/google-research/crest>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + DARP + CRT

Accuracy: 39.7. Result ID: 69938f973a6c31484916dc61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29d57.md>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + CREST+

Accuracy: 32.5. Result ID: 69938f973a6c31484916dc63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

[Implementation](<https://github.com/google-research/crest>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch + DARP

Accuracy: 30.5. Result ID: 69938f973a6c31484916dc5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29d57.md>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

### FixMatch

Accuracy: 29.7. Result ID: 69938f973a6c31484916dc5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75231e209131cea6613d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Resolution":"32x32"}. This record does not assert independent reproduction.

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