# Image Classification on CIFAR-10 (test) (MRED and PDP Metrics)

Source: [Image Classification on CIFAR-10 (test) (MRED and PDP Metrics)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics>)

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

Data updated: 2026-03-16T10:15:16.837Z

Evaluation of standard Image Classification performance on the CIFAR-10 test set, reporting Top-1, Top-5 accuracy, alongside MRED and PDP (Level 1 & 2) metrics.

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 | MRED |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [MRED](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics.md?metric=MRED>): Lower is better; unit: SCALAR.

- [PDP (Lv-1)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics.md?metric=PDP%20(Lv-1)>): Lower is better; unit: SCALAR.

- [PDP (Lv-2)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics.md?metric=PDP%20(Lv-2)>): Lower is better; unit: SCALAR.

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

- [Top-5 Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-mred-and-pdp-metrics.md?metric=Top-5%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRED | Result date | Report paper |
| --- | --- | --- | --- |
| Base | 1.27e-10 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |
| Case5 | 0.000177 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |
| Case4 | 0.000409 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |
| Case3 | 0.000844 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |
| Case2 | 0.00122 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |
| Case1 | 0.00166 | Not recorded | 69b78e7a0636e5bf4afbdbc6 |

### Base

MRED: 1.27e-10. Result ID: 69b7d83247f34ce924a024c5.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Base"}. This record does not assert independent reproduction.

### Case5

MRED: 0.000177. Result ID: 69b7d83247f34ce924a024ca.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Case 5"}. This record does not assert independent reproduction.

### Case4

MRED: 0.000409. Result ID: 69b7d83247f34ce924a024c9.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Case 4"}. This record does not assert independent reproduction.

### Case3

MRED: 0.000844. Result ID: 69b7d83247f34ce924a024c8.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Case 3"}. This record does not assert independent reproduction.

### Case2

MRED: 0.00122. Result ID: 69b7d83247f34ce924a024c7.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Case 2"}. This record does not assert independent reproduction.

### Case1

MRED: 0.00166. Result ID: 69b7d83247f34ce924a024c6.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e7a0636e5bf4afbdbc6.md>)

Recorded evaluation configuration: {"Multiplier Case":"Case 1"}. This record does not assert independent reproduction.

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