# Backdoor Defense on Tiny ImageNet (Badnet/Neurotoxin Metrics)

Source: [Backdoor Defense on Tiny ImageNet (Badnet/Neurotoxin Metrics)](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics>)

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

Data updated: 2026-02-26T05:37:29.450Z

Evaluation of backdoor defense mechanisms on the Tiny ImageNet dataset, focusing on specific metrics related to Badnet and Neurotoxin attack success rates and defense accuracy.

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 |
| Metric | Badnet BA |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Badnet BA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Badnet%20BA>): Lower is better; unit: PERCENT.

- [Badnet RA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Badnet%20RA>): Higher is better; unit: PERCENT.

- [Neurotoxin BA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Neurotoxin%20BA>): Lower is better; unit: SCALAR.

- [Neurotoxin RA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Neurotoxin%20RA>): Higher is better; unit: PERCENT.

- [Avg. BA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Avg.%20BA>): Lower is better; unit: PERCENT.

- [Avg. RA](<https://www.sota2.com/research/sota/backdoor-defense-on-tiny-imagenet-badnet-neurotoxin-metrics.md?metric=Avg.%20RA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Badnet BA | Result date | Report paper |
| --- | --- | --- | --- |
| AlignIns | 0.22 | Not recorded | 68fa77831e209131cea73bd9 |
| MKrum | 0.36 | Not recorded | 68fa77831e209131cea73bd9 |
| RFA | 0.38 | Not recorded | 68fa77831e209131cea73bd9 |
| RLR | 55.54 | Not recorded | 68fa77831e209131cea73bd9 |
| Lockdown | 72.08 | Not recorded | 68fa77831e209131cea73bd9 |
| Foolsgold | 93.59 | Not recorded | 68fa77831e209131cea73bd9 |
| MM | 97.01 | Not recorded | 68fa77831e209131cea73bd9 |

### AlignIns

Badnet BA: 0.22. Result ID: 69952c103badfaffe612481c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

[Implementation](<https://github.com/JiiahaoXU/AlignIns>)

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

### MKrum

Badnet BA: 0.36. Result ID: 69952c103badfaffe6124818.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

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

### RFA

Badnet BA: 0.38. Result ID: 69952c103badfaffe6124817.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703e1e209131cea49e91.md>)

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

### RLR

Badnet BA: 55.54. Result ID: 69952c103badfaffe6124816.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a711e209131cea281a1.md>)

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

### Lockdown

Badnet BA: 72.08. Result ID: 69952c103badfaffe612481b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

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

### Foolsgold

Badnet BA: 93.59. Result ID: 69952c103badfaffe6124819.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

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

### MM

Badnet BA: 97.01. Result ID: 69952c103badfaffe612481a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a346.md>)

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

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