# Image Classification on CIFAR10 Split

Source: [Image Classification on CIFAR10 Split](<https://www.sota2.com/research/sota/image-classification-on-cifar10-split>)

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

Data updated: 2026-02-26T05:28:31.624Z

Evaluation of Image Classification performance on the CIFAR10 Split dataset, reporting 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 | Image Classification |
| Dataset (including any stated split) | CIFAR10 Split |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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-cifar10-split.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ODDL-S | 52.69 | Not recorded | 68fa6da01e209131cea3af42 |
| ODDL | 51.48 | Not recorded | 68fa6da01e209131cea3af42 |
| Dynamic-OCM | 49.16 | Not recorded | 68fa6da01e209131cea3af42 |
| CoPE | 48.92 | Not recorded | 68fa6da01e209131cea3af42 |
| ER + GMED | 47.47 | Not recorded | 68fa6da01e209131cea3af42 |
| CNDPM | 45.21 | Not recorded | 68fa6da01e209131cea3af42 |
| MIR | 42.8 | Not recorded | 68fa6da01e209131cea3af42 |
| reservoir | 42.48 | Not recorded | 68fa6da01e209131cea3af42 |
| CoPE-CE | 39.73 | Not recorded | 68fa6da01e209131cea3af42 |
| GSS | 38.45 | Not recorded | 68fa6da01e209131cea3af42 |
| iCARL | 37.32 | Not recorded | 68fa6da01e209131cea3af42 |
| ER + GMED | 34.84 | Not recorded | 68fa6da01e209131cea3af42 |
| GEM | 24.13 | Not recorded | 68fa6da01e209131cea3af42 |
| finetune | 18.55 | Not recorded | 68fa6da01e209131cea3af42 |

### ODDL-S

Accuracy: 52.69. Result ID: 698faf923a6c314849fb1acc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Implementation](<https://dtuzi123.github.io/ODDL/>)

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

### ODDL

Accuracy: 51.48. Result ID: 698faf923a6c314849fb1acb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Implementation](<https://dtuzi123.github.io/ODDL/>)

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

### Dynamic-OCM

Accuracy: 49.16. Result ID: 698faf923a6c314849fb1aca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1a1e209131cea37c54.md>)

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

### CoPE

Accuracy: 48.92. Result ID: 698faf923a6c314849fb1ac6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### ER + GMED

Accuracy: 47.47. Result ID: 698faf923a6c314849fb1ac8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

Recorded evaluation configuration: {"variant":"GMED†"}. This record does not assert independent reproduction.

### CNDPM

Accuracy: 45.21. Result ID: 698faf923a6c314849fb1ac9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

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

### MIR

Accuracy: 42.8. Result ID: 698faf923a6c314849fb1ac3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fde.md>)

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

### reservoir

Accuracy: 42.48. Result ID: 698faf923a6c314849fb1ac2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### CoPE-CE

Accuracy: 39.73. Result ID: 698faf923a6c314849fb1ac5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### GSS

Accuracy: 38.45. Result ID: 698faf923a6c314849fb1ac4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### iCARL

Accuracy: 37.32. Result ID: 698faf923a6c314849fb1ac1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### ER + GMED

Accuracy: 34.84. Result ID: 698faf923a6c314849fb1ac7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc85.md>)

Recorded evaluation configuration: {"variant":"GMED+"}. This record does not assert independent reproduction.

### GEM

Accuracy: 24.13. Result ID: 698faf923a6c314849fb1ac0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

### finetune

Accuracy: 18.55. Result ID: 698faf923a6c314849fb1abf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af42.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba9b.md>)

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

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