# Image Classification on CIFAR-100 clean (test) (Epsilon-Dependent Accuracy)

Source: [Image Classification on CIFAR-100 clean (test) (Epsilon-Dependent Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-clean-test-epsilon-dependent-accuracy>)

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

Data updated: 2026-02-26T05:34:34.601Z

Evaluation of Image Classification performance on the clean test split of the CIFAR-100 dataset, measuring accuracy under varying levels of perturbation defined by epsilon (ε=0.2, 0.4, 0.6).

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-100 clean (test) |
| Metric | Accuracy (ε=0.2) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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 (ε=0.2)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-clean-test-epsilon-dependent-accuracy.md?metric=Accuracy%20(%CE%B5%3D0.2)>): Higher is better; unit: PERCENT.

- [Accuracy (ε=0.4)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-clean-test-epsilon-dependent-accuracy.md?metric=Accuracy%20(%CE%B5%3D0.4)>): Higher is better; unit: PERCENT.

- [Accuracy (ε=0.6)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-clean-test-epsilon-dependent-accuracy.md?metric=Accuracy%20(%CE%B5%3D0.6)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (ε=0.2) | Result date | Report paper |
| --- | --- | --- | --- |
| CORES2\* | 72.91 | Not recorded | 68fa698f1e209131cea22a5b |
| CORES2 | 61.25 | Not recorded | 68fa698f1e209131cea22a5b |
| Peer Loss | 59.92 | Not recorded | 68fa698f1e209131cea22a5b |
| SCE | 59.87 | Not recorded | 68fa698f1e209131cea22a5b |
| Forward T | 58.95 | Not recorded | 68fa698f1e209131cea22a5b |
| Cross Entropy | 58.72 | Not recorded | 68fa698f1e209131cea22a5b |
| LDMI | 58.66 | Not recorded | 68fa698f1e209131cea22a5b |
| Lq | 58.18 | Not recorded | 68fa698f1e209131cea22a5b |
| JoCoR | 44.28 | Not recorded | 68fa698f1e209131cea22a5b |
| Co-teaching | 43.03 | Not recorded | 68fa698f1e209131cea22a5b |
| Co-teaching+ | 41.84 | Not recorded | 68fa698f1e209131cea22a5b |

### CORES2\*

Accuracy (ε=0.2): 72.91. Result ID: 698db6708b517eb43323440f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Implementation](<https://github.com/UCSC-REAL/cores>)

Recorded evaluation configuration: {"Noise type":"Instance-based","Variant":"Star"}. This record does not assert independent reproduction.

### CORES2

Accuracy (ε=0.2): 61.25. Result ID: 698db6708b517eb43323440e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Implementation](<https://github.com/UCSC-REAL/cores>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Peer Loss

Accuracy (ε=0.2): 59.92. Result ID: 698db6708b517eb43323440d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a45a.md>)

[Implementation](<https://github.com/gohsyi/PeerLoss>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### SCE

Accuracy (ε=0.2): 59.87. Result ID: 698db6708b517eb433234409.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

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

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Forward T

Accuracy (ε=0.2): 58.95. Result ID: 698db6708b517eb433234406.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4c8.md>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Cross Entropy

Accuracy (ε=0.2): 58.72. Result ID: 698db6708b517eb433234405.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631e1e209131ce9fcf46.md>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### LDMI

Accuracy (ε=0.2): 58.66. Result ID: 698db6708b517eb433234407.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669b1e209131cea1159a.md>)

[Implementation](<https://github.com/Newbeeer/L_DMI>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Lq

Accuracy (ε=0.2): 58.18. Result ID: 698db6708b517eb433234408.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

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

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### JoCoR

Accuracy (ε=0.2): 44.28. Result ID: 698db6708b517eb43323440c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164c7.md>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Co-teaching

Accuracy (ε=0.2): 43.03. Result ID: 698db6708b517eb43323440a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fe1e209131cea07aa4.md>)

[Implementation](<https://github.com/bhanML/Co-teaching>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

### Co-teaching+

Accuracy (ε=0.2): 41.84. Result ID: 698db6708b517eb43323440b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa698f1e209131cea22a5b.md>)

Recorded evaluation configuration: {"Noise type":"Instance-based"}. This record does not assert independent reproduction.

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