# Backdoor Removal on ImageNet-1K 1% (reserved clean samples)

Source: [Backdoor Removal on ImageNet-1K 1% (reserved clean samples)](<https://www.sota2.com/research/sota/backdoor-removal-on-imagenet-1k-1-percent-reserved-clean-samples>)

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

Data updated: 2026-03-04T10:23:44.768Z

Evaluation of backdoor removal performance on a reserved clean 1% subset of ImageNet-1K, reporting metrics such as Attack Success Rate (ASR) and change in ASR (ΔASR).

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 | Backdoor Removal |
| Dataset (including any stated split) | ImageNet-1K 1% (reserved clean samples) |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [ASR](<https://www.sota2.com/research/sota/backdoor-removal-on-imagenet-1k-1-percent-reserved-clean-samples.md?metric=ASR>): Lower is better; unit: PERCENT.

- [Delta ASR](<https://www.sota2.com/research/sota/backdoor-removal-on-imagenet-1k-1-percent-reserved-clean-samples.md?metric=Delta%20ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| IU | 65.2 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 65.3 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 67.1 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 81.1 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 81.9 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 82.2 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 84.3 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 85.5 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| IU | 87.7 | Not recorded | 69a66bcf2d603e6de3e3cc23 |

### IU

ASR: 65.2. Result ID: 69a808236dbb7075b94d7b6f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Pruning","Poison Rate(%)":"0.16","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 65.3. Result ID: 69a808236dbb7075b94d7b6c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Tuning","Poison Rate(%)":"0.16","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 67.1. Result ID: 69a808236dbb7075b94d7b72.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"NAD","Poison Rate(%)":"0.16","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 81.1. Result ID: 69a808236dbb7075b94d7b73.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"NAD","Poison Rate(%)":"0.39","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 81.9. Result ID: 69a808236dbb7075b94d7b6d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Tuning","Poison Rate(%)":"0.39","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 82.2. Result ID: 69a808236dbb7075b94d7b70.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Pruning","Poison Rate(%)":"0.39","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 84.3. Result ID: 69a808236dbb7075b94d7b74.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"NAD","Poison Rate(%)":"0.62","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 85.5. Result ID: 69a808236dbb7075b94d7b6e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Tuning","Poison Rate(%)":"0.62","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

### IU

ASR: 87.7. Result ID: 69a808236dbb7075b94d7b71.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Defense":"Fine-Pruning","Poison Rate(%)":"0.62","Backbone":"ResNet-18","PSNR":"30"}. This record does not assert independent reproduction.

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