# Image Classification on ImageNet-100 Clean (val)

Source: [Image Classification on ImageNet-100 Clean (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-clean-val>)

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

Data updated: 2026-02-26T05:28:48.332Z

Evaluation of Image Classification performance on the validation split of the ImageNet-100 Clean dataset.

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) | ImageNet-100 Clean (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-clean-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [False Positives](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-clean-val.md?metric=False%20Positives>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Backdoored | 50.1 | Not recorded | 68fa6eed1e209131cea42ec9 |
| Clean | 49.9 | Not recorded | 68fa6eed1e209131cea42ec9 |
| PatchSearch | 49.4 | Not recorded | 68fa6eed1e209131cea42ec9 |
| KD Defense | 44.6 | Not recorded | 68fa6eed1e209131cea42ec9 |
| KD Defense | 38.3 | Not recorded | 68fa6eed1e209131cea42ec9 |
| KD Defense | 32.1 | Not recorded | 68fa6eed1e209131cea42ec9 |

### Backdoored

Accuracy: 50.1. Result ID: 699087f93a6c314849013d19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Trusted Data":"0%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

### Clean

Accuracy: 49.9. Result ID: 699087f93a6c314849013d18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Trusted Data":"100%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

### PatchSearch

Accuracy: 49.4. Result ID: 699087f93a6c314849013d1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Implementation](<https://github.com/UCDvision/PatchSearch>)

Recorded evaluation configuration: {"Trusted Data":"0%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

### KD Defense

Accuracy: 44.6. Result ID: 699087f93a6c314849013d1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Trusted Data":"25%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

### KD Defense

Accuracy: 38.3. Result ID: 699087f93a6c314849013d1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Trusted Data":"10%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

### KD Defense

Accuracy: 32.1. Result ID: 699087f93a6c314849013d1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eed1e209131cea42ec9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Trusted Data":"5%","Backbone":"ResNet-18","SSL Algorithm":"MoCo-v2","Poison Rate":"1.0%"}. This record does not assert independent reproduction.

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