# Image Classification on CIFAR-10 (test) (PMD/U/A Metrics)

Source: [Image Classification on CIFAR-10 (test) (PMD/U/A Metrics)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics>)

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

Data updated: 2026-02-26T05:55:07.840Z

Evaluation of Image Classification performance on the CIFAR-10 test set using a specific set of metrics involving PMD, U, and A components.

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) | CIFAR-10 (test) |
| Metric | PMD (35%) Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [PMD (35%) Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics.md?metric=PMD%20(35%25)%20Score>): Higher is better; unit: SCALAR.

- [PMD (70%) Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics.md?metric=PMD%20(70%25)%20Score>): Higher is better; unit: SCALAR.

- [PMD(35%)/U(30%) Composite Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics.md?metric=PMD(35%25)%2FU(30%25)%20Composite%20Score>): Higher is better; unit: SCALAR.

- [PMD(35%)/U(60%) Composite Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics.md?metric=PMD(35%25)%2FU(60%25)%20Composite%20Score>): Higher is better; unit: SCALAR.

- [PMD(35%)/A(30%) Composite Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-pmd-u-a-metrics.md?metric=PMD(35%25)%2FA(30%25)%20Composite%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PMD (35%) Score | Result date | Report paper |
| --- | --- | --- | --- |
| LRA-diffusion | 0.9654 | Not recorded | 68fa71551e209131cea5093c |
| CLIP KNN | 0.918 | Not recorded | 68fa71551e209131cea5093c |
| LRA-diffusion | 0.8876 | Not recorded | 68fa71551e209131cea5093c |
| C2D | 0.8384 | Not recorded | 68fa71551e209131cea5093c |
| SimCLR KNN | 0.8371 | Not recorded | 68fa71551e209131cea5093c |
| PLC | 0.828 | Not recorded | 68fa71551e209131cea5093c |
| CC | 0.8123 | Not recorded | 68fa71551e209131cea5093c |
| LRT | 0.8098 | Not recorded | 68fa71551e209131cea5093c |
| GCE | 0.8065 | Not recorded | 68fa71551e209131cea5093c |
| Co-teaching+ | 0.7997 | Not recorded | 68fa71551e209131cea5093c |
| SL | 0.7976 | Not recorded | 68fa71551e209131cea5093c |
| Standard | 0.7811 | Not recorded | 68fa71551e209131cea5093c |

### LRA-diffusion

PMD (35%) Score: 0.9654. Result ID: 6991a84f3a6c31484909b4e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Implementation](<https://github.com/puar-playground/LRA-diffusion>)

Recorded evaluation configuration: {"Pre-trained Encoder":"CLIP"}. This record does not assert independent reproduction.

### CLIP KNN

PMD (35%) Score: 0.918. Result ID: 6991a84f3a6c31484909b4e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

Recorded evaluation configuration: {"Pre-trained Encoder":"CLIP","Evaluation Protocol":"KNN"}. This record does not assert independent reproduction.

### LRA-diffusion

PMD (35%) Score: 0.8876. Result ID: 6991a84f3a6c31484909b4e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Implementation](<https://github.com/puar-playground/LRA-diffusion>)

Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR"}. This record does not assert independent reproduction.

### C2D

PMD (35%) Score: 0.8384. Result ID: 6991a84f3a6c31484909b4e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd31e209131cea305cf.md>)

[Implementation](<https://github.com/ContrastToDivide/C2D>)

Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR"}. This record does not assert independent reproduction.

### SimCLR KNN

PMD (35%) Score: 0.8371. Result ID: 6991a84f3a6c31484909b4e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR","Evaluation Protocol":"KNN"}. This record does not assert independent reproduction.

### PLC

PMD (35%) Score: 0.828. Result ID: 6991a84f3a6c31484909b4e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea232a4.md>)

[Implementation](<https://github.com/pxiangwu/PLC>)

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

### CC

PMD (35%) Score: 0.8123. Result ID: 6991a84f3a6c31484909b4e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea38096.md>)

[Implementation](<https://github.com/uitrbn/TSCSI_IDN>)

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

### LRT

PMD (35%) Score: 0.8098. Result ID: 6991a84f3a6c31484909b4df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c51e209131cea1e4f9.md>)

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

### GCE

PMD (35%) Score: 0.8065. Result ID: 6991a84f3a6c31484909b4dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651f1e209131cea088eb.md>)

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

### Co-teaching+

PMD (35%) Score: 0.7997. Result ID: 6991a84f3a6c31484909b4dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed4.md>)

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

### SL

PMD (35%) Score: 0.7976. Result ID: 6991a84f3a6c31484909b4de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec32.md>)

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

### Standard

PMD (35%) Score: 0.7811. Result ID: 6991a84f3a6c31484909b4db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5093c.md>)

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

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