# Backdoor Detoxification on MS-COCO EvilEdit

Source: [Backdoor Detoxification on MS-COCO EvilEdit](<https://www.sota2.com/research/sota/backdoor-detoxification-on-ms-coco-eviledit>)

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

Data updated: 2026-02-26T05:44:47.878Z

Evaluation of model performance on the MS-COCO EvilEdit dataset for the Backdoor Detoxification task, measured using FID (clean/target) 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 Detoxification |
| Dataset (including any stated split) | MS-COCO EvilEdit |
| Metric | FID (Clean) |
| Unit | SCALAR |
| Direction | Lower 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

- [FID (Clean)](<https://www.sota2.com/research/sota/backdoor-detoxification-on-ms-coco-eviledit.md?metric=FID%20(Clean)>): Lower is better; unit: SCALAR.

- [FID (Target)](<https://www.sota2.com/research/sota/backdoor-detoxification-on-ms-coco-eviledit.md?metric=FID%20(Target)>): Lower is better; unit: SCALAR.

- [ASR](<https://www.sota2.com/research/sota/backdoor-detoxification-on-ms-coco-eviledit.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID (Clean) | Result date | Report paper |
| --- | --- | --- | --- |
| TNC-Detox | 60.09 | Not recorded | 698181eea8b01e76cc8e295f |
| TNC-Detox | 76.52 | Not recorded | 698181eea8b01e76cc8e295f |
| TNC-Detox | 94.04 | Not recorded | 698181eea8b01e76cc8e295f |
| UCE | 116.13 | Not recorded | 698181eea8b01e76cc8e295f |
| Backdoored\_model | 134.46 | Not recorded | 698181eea8b01e76cc8e295f |
| REFACT | 148.31 | Not recorded | 698181eea8b01e76cc8e295f |

### TNC-Detox

FID (Clean): 60.09. Result ID: 6996e1225698665ec42d9af3.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

Recorded evaluation configuration: {"variant":"full"}. This record does not assert independent reproduction.

### TNC-Detox

FID (Clean): 76.52. Result ID: 6996e1225698665ec42d9af2.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

Recorded evaluation configuration: {"variant":"all-step"}. This record does not assert independent reproduction.

### TNC-Detox

FID (Clean): 94.04. Result ID: 6996e1225698665ec42d9af1.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

Recorded evaluation configuration: {"variant":"naive"}. This record does not assert independent reproduction.

### UCE

FID (Clean): 116.13. Result ID: 6996e1225698665ec42d9af0.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755b1e209131cea67702.md>)

Recorded evaluation configuration: {"detoxification\_method":"baseline"}. This record does not assert independent reproduction.

### Backdoored\_model

FID (Clean): 134.46. Result ID: 6996e1225698665ec42d9aee.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

Recorded evaluation configuration: {"status":"baseline (no detoxification)"}. This record does not assert independent reproduction.

### REFACT

FID (Clean): 148.31. Result ID: 6996e1225698665ec42d9aef.

[Reporting paper](<https://www.sota2.com/research/paper/698181eea8b01e76cc8e295f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac3a.md>)

Recorded evaluation configuration: {"detoxification\_method":"baseline"}. This record does not assert independent reproduction.

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