# Trojan Detection on SVHN

Source: [Trojan Detection on SVHN](<https://www.sota2.com/research/sota/trojan-detection-on-svhn>)

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

Data updated: 2026-05-21T12:47:35.721Z

Evaluation of a model's capability to detect Trojans within the SVHN dataset, reporting standard binary classification metrics (TP, FP, FN, TN, 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 | Trojan Detection |
| Dataset (including any stated split) | SVHN |
| Metric | True Positives (TP) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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

- [True Positives (TP)](<https://www.sota2.com/research/sota/trojan-detection-on-svhn.md?metric=True%20Positives%20(TP)>): Higher is better; unit: SCALAR.

- [False Positives (FP)](<https://www.sota2.com/research/sota/trojan-detection-on-svhn.md?metric=False%20Positives%20(FP)>): Lower is better; unit: SCALAR.

- [False Negatives (FN)](<https://www.sota2.com/research/sota/trojan-detection-on-svhn.md?metric=False%20Negatives%20(FN)>): Lower is better; unit: SCALAR.

- [True Negatives (TN)](<https://www.sota2.com/research/sota/trojan-detection-on-svhn.md?metric=True%20Negatives%20(TN)>): Higher is better; unit: SCALAR.

- [Accuracy (Acc)](<https://www.sota2.com/research/sota/trojan-detection-on-svhn.md?metric=Accuracy%20(Acc)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | True Positives (TP) | Result date | Report paper |
| --- | --- | --- | --- |
| NC | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 10 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 9 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 8 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 8 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 7 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 7 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 7 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| MIST | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 6 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 5 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 4 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 4 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 4 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| ABS | 3 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| NC | 2 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 1 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 0 | Not recorded | 6a0e91b8f984739ed6738cc9 |
| FeatuRE | 0 | Not recorded | 6a0e91b8f984739ed6738cc9 |

### NC

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f62.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"BadNet"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f65.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"BadNet"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"Input-Aware"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Input-Aware"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"TrojanNN"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 10. Result ID: 6a0efed1fbc373592c079f81.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Wanet"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f64.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"BadNet"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f67.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Blended"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f69.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Blended"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f71.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Refool"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f76.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SSBA"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 9. Result ID: 6a0efed1fbc373592c079f80.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"Wanet"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 8. Result ID: 6a0efed1fbc373592c079f79.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SSBA"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 8. Result ID: 6a0efed1fbc373592c079f7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Wanet"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 7. Result ID: 6a0efed1fbc373592c079f6a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Input-Aware"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 7. Result ID: 6a0efed1fbc373592c079f78.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"SSBA"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 7. Result ID: 6a0efed1fbc373592c079f7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"TrojanNN"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f66.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Blended"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f6b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Input-Aware"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f70.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"Refool"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f73.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SIG"}. This record does not assert independent reproduction.

### MIST

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f75.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SIG"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 6. Result ID: 6a0efed1fbc373592c079f77.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SSBA"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 5. Result ID: 6a0efed1fbc373592c079f7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Wanet"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 4. Result ID: 6a0efed1fbc373592c079f6f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Refool"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 4. Result ID: 6a0efed1fbc373592c079f72.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"SIG"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 4. Result ID: 6a0efed1fbc373592c079f7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"TrojanNN"}. This record does not assert independent reproduction.

### ABS

True Positives (TP): 3. Result ID: 6a0efed1fbc373592c079f63.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"BadNet"}. This record does not assert independent reproduction.

### NC

True Positives (TP): 2. Result ID: 6a0efed1fbc373592c079f6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

Recorded evaluation configuration: {"Attack":"Refool"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 1. Result ID: 6a0efed1fbc373592c079f68.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"Blended"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 0. Result ID: 6a0efed1fbc373592c079f74.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"SIG"}. This record does not assert independent reproduction.

### FeatuRE

True Positives (TP): 0. Result ID: 6a0efed1fbc373592c079f7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b8f984739ed6738cc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c0bb.md>)

[Implementation](<https://github.com/RU-System-Software-and-Security/FeatureRE>)

Recorded evaluation configuration: {"Attack":"TrojanNN"}. This record does not assert independent reproduction.

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