# Backdoor Defense on Tiny-ImageNet SSBA (test)

Source: [Backdoor Defense on Tiny-ImageNet SSBA (test)](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-ssba-test>)

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

Data updated: 2026-02-26T05:37:58.573Z

Evaluation of backdoor defense mechanisms on the Tiny-ImageNet SSBA test set, reporting Clean Accuracy (C-Acc) and Attack Success Rate (ASR).

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 Defense |
| Dataset (including any stated split) | Tiny-ImageNet SSBA (test) |
| Metric | C-Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [C-Acc](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-ssba-test.md?metric=C-Acc>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-ssba-test.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | C-Acc | Result date | Report paper |
| --- | --- | --- | --- |
| Clean | 73.88 | Not recorded | 68fa753e1e209131cea66bbb |
| Attack | 73.02 | Not recorded | 68fa753e1e209131cea66bbb |
| Clean | 72.1 | Not recorded | 68fa753e1e209131cea66bbb |
| SAM | 70.61 | Not recorded | 68fa753e1e209131cea66bbb |
| EP | 70.24 | Not recorded | 68fa753e1e209131cea66bbb |
| SAM | 70.18 | Not recorded | 68fa753e1e209131cea66bbb |
| EP | 69.98 | Not recorded | 68fa753e1e209131cea66bbb |
| BTI | 68.92 | Not recorded | 68fa753e1e209131cea66bbb |
| PAM | 68.01 | Not recorded | 68fa753e1e209131cea66bbb |
| BTI | 67.98 | Not recorded | 68fa753e1e209131cea66bbb |
| PAM | 67.39 | Not recorded | 68fa753e1e209131cea66bbb |
| FST | 65.85 | Not recorded | 68fa753e1e209131cea66bbb |
| FST | 64.77 | Not recorded | 68fa753e1e209131cea66bbb |

### Clean

C-Acc: 73.88. Result ID: 699384653a6c314849168691.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### Attack

C-Acc: 73.02. Result ID: 699384653a6c314849168690.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"O-Backdoor","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### Clean

C-Acc: 72.1. Result ID: 699384653a6c314849168692.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### SAM

C-Acc: 70.61. Result ID: 699384653a6c314849168696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7e4.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### EP

C-Acc: 70.24. Result ID: 699384653a6c314849168693.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### SAM

C-Acc: 70.18. Result ID: 699384653a6c314849168695.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7e4.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### EP

C-Acc: 69.98. Result ID: 699384653a6c314849168694.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### BTI

C-Acc: 68.92. Result ID: 699384653a6c314849168699.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### PAM

C-Acc: 68.01. Result ID: 699384653a6c31484916869b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### BTI

C-Acc: 67.98. Result ID: 699384653a6c31484916869a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### PAM

C-Acc: 67.39. Result ID: 699384653a6c31484916869c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### FST

C-Acc: 65.85. Result ID: 699384653a6c314849168697.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4dd.md>)

Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### FST

C-Acc: 64.77. Result ID: 699384653a6c314849168698.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4dd.md>)

Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
