# Image Classification on CIFAR-100 (IR=1, NR=0.1) (test)

Source: [Image Classification on CIFAR-100 (IR=1, NR=0.1) (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-ir-1-nr-0-1-test>)

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

Data updated: 2026-02-26T06:07:18.928Z

Evaluation of Image Classification performance on the CIFAR-100 test set under conditions of Instance Removal (IR=1) and Noise Rate (NR=0.1).

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 (IR=1, NR=0.1) (test) |
| Metric | Top-1 Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Top-1 Error Rate](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-ir-1-nr-0-1-test.md?metric=Top-1%20Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| λ^{A,W,S} | 27.3 | Not recorded | 68fa69801e209131cea2284e |
| λ^A | 30.6 | Not recorded | 68fa69801e209131cea2284e |
| λ^{A,W} | 30.6 | Not recorded | 68fa69801e209131cea2284e |
| FAA | 31.4 | Not recorded | 68fa69801e209131cea2284e |
| λ^{ASHA} | 31.4 | Not recorded | 68fa69801e209131cea2284e |
| DADA | 32.4 | Not recorded | 68fa69801e209131cea2284e |
| RAA | 33.7 | Not recorded | 68fa69801e209131cea2284e |
| Baseline | 36.6 | Not recorded | 68fa69801e209131cea2284e |

### λ^{A,W,S}

Top-1 Error Rate: 27.3. Result ID: 698db2a58b517eb433232e3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Implementation](<https://www.sota2.com/github.com/gudovskiy/autodo>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10","Configuration":"per-point augmentation + loss reweighting + soft-labeling"}. This record does not assert independent reproduction.

### λ^A

Top-1 Error Rate: 30.6. Result ID: 698db2a58b517eb433232e3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Implementation](<https://www.sota2.com/github.com/gudovskiy/autodo>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10","Configuration":"per-point augmentation hyperparameters"}. This record does not assert independent reproduction.

### λ^{A,W}

Top-1 Error Rate: 30.6. Result ID: 698db2a58b517eb433232e3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Implementation](<https://www.sota2.com/github.com/gudovskiy/autodo>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10","Configuration":"per-point augmentation + loss reweighting"}. This record does not assert independent reproduction.

### FAA

Top-1 Error Rate: 31.4. Result ID: 698db2a58b517eb433232e3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e21e209131cea12d0c.md>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10"}. This record does not assert independent reproduction.

### λ^{ASHA}

Top-1 Error Rate: 31.4. Result ID: 698db2a58b517eb433232e3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Implementation](<https://www.sota2.com/github.com/gudovskiy/autodo>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10","Configuration":"shared augmentation hyperparameters"}. This record does not assert independent reproduction.

### DADA

Top-1 Error Rate: 32.4. Result ID: 698db2a58b517eb433232e3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b4e.md>)

[Implementation](<https://github.com/VDIGPKU/DADA>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10"}. This record does not assert independent reproduction.

### RAA

Top-1 Error Rate: 33.7. Result ID: 698db2a58b517eb433232e39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66af1e209131cea11c3c.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10"}. This record does not assert independent reproduction.

### Baseline

Top-1 Error Rate: 36.6. Result ID: 698db2a58b517eb433232e38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010d6.md>)

[Implementation](<https://github.com/zhunzhong07/Random-Erasing>)

Recorded evaluation configuration: {"Backbone":"WRNet28-10"}. This record does not assert independent reproduction.

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