# Image Classification on CIFAR-100 Noisy Fine (test)

Source: [Image Classification on CIFAR-100 Noisy Fine (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-noisy-fine-test>)

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

Data updated: 2026-02-26T05:29:02.137Z

Evaluation of Image Classification performance on the test split of the CIFAR-100 dataset corrupted with 'Fine' level noise.

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 Noisy Fine (test) |
| 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-cifar-100-noisy-fine-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ProMix | 73.79 | Not recorded | 68fa703e1e209131cea49ea2 |
| Divide-Mix | 71.13 | Not recorded | 68fa703e1e209131cea49ea2 |
| PES (Semi) | 70.36 | Not recorded | 68fa703e1e209131cea49ea2 |
| ELR+ | 66.72 | Not recorded | 68fa703e1e209131cea49ea2 |
| CAL | 61.73 | Not recorded | 68fa703e1e209131cea49ea2 |
| Negative-LS | 58.59 | Not recorded | 68fa703e1e209131cea49ea2 |
| Co-teaching+ | 57.88 | Not recorded | 68fa703e1e209131cea49ea2 |
| VolMinNet | 57.8 | Not recorded | 68fa703e1e209131cea49ea2 |
| Peer Loss | 57.59 | Not recorded | 68fa703e1e209131cea49ea2 |
| F-Div | 57.1 | Not recorded | 68fa703e1e209131cea49ea2 |
| Forward T | 57.01 | Not recorded | 68fa703e1e209131cea49ea2 |
| Positive-LS | 55.84 | Not recorded | 68fa703e1e209131cea49ea2 |
| CORES\* | 55.72 | Not recorded | 68fa703e1e209131cea49ea2 |
| CE | 55.5 | Not recorded | 68fa703e1e209131cea49ea2 |

### ProMix

Accuracy: 73.79. Result ID: 69910f313a6c31484905604f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Implementation](<https://github.com/Justherozen/ProMix>)

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

### Divide-Mix

Accuracy: 71.13. Result ID: 69910f313a6c314849056049.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671c1e209131cea144cf.md>)

[Implementation](<https://github.com/LiJunnan1992/DivideMix>)

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

### PES (Semi)

Accuracy: 70.36. Result ID: 69910f313a6c31484905604e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6e2.md>)

[Implementation](<https://github.com/tmllab/PES>)

Recorded evaluation configuration: {"mode":"Semi-supervised"}. This record does not assert independent reproduction.

### ELR+

Accuracy: 66.72. Result ID: 69910f313a6c314849056046.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d383.md>)

[Implementation](<https://github.com/shengliu66/ELR>)

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

### CAL

Accuracy: 61.73. Result ID: 69910f313a6c31484905604d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69991e209131cea22f22.md>)

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

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

### Negative-LS

Accuracy: 58.59. Result ID: 69910f313a6c31484905604a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

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

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

### Co-teaching+

Accuracy: 57.88. Result ID: 69910f313a6c314849056044.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

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

### VolMinNet

Accuracy: 57.8. Result ID: 69910f313a6c31484905604c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0d1e209131cea2bbb4.md>)

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

### Peer Loss

Accuracy: 57.59. Result ID: 69910f313a6c314849056045.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

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

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

### F-Div

Accuracy: 57.1. Result ID: 69910f313a6c314849056048.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

### Forward T

Accuracy: 57.01. Result ID: 69910f313a6c314849056043.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

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

### Positive-LS

Accuracy: 55.84. Result ID: 69910f313a6c314849056047.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67201e209131cea1470b.md>)

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

### CORES\*

Accuracy: 55.72. Result ID: 69910f313a6c31484905604b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

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

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

### CE

Accuracy: 55.5. Result ID: 69910f313a6c314849056042.

[Reporting paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49ea2.md>)

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

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

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