# Instance Erasure on SD concept prompts and COCO-30k v1.4 (test)

Source: [Instance Erasure on SD concept prompts and COCO-30k v1.4 (test)](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test>)

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

Data updated: 2026-02-26T06:04:26.727Z

Evaluation of Instance Erasure performance on the SD concept prompts and COCO-30k v1.4 test set, measured using concept-specific metrics like Snoopy CS/CER and various FIDs.

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 | Instance Erasure |
| Dataset (including any stated split) | SD concept prompts and COCO-30k v1.4 (test) |
| Metric | Snoopy CS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Snoopy CS](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Snoopy%20CS>): Higher is better; unit: PERCENT.

- [Snoopy CER](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Snoopy%20CER>): Lower is better; unit: SCALAR.

- [Pikachu FID](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Pikachu%20FID>): Lower is better; unit: SCALAR.

- [Dog FID](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Dog%20FID>): Lower is better; unit: SCALAR.

- [Legislator FID](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Legislator%20FID>): Lower is better; unit: SCALAR.

- [General FIDg](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=General%20FIDg>): Lower is better; unit: SCALAR.

- [Mickey CS](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Mickey%20CS>): Higher is better; unit: PERCENT.

- [Mickey CER](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Mickey%20CER>): Lower is better; unit: SCALAR.

- [Spongebob CS](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Spongebob%20CS>): Higher is better; unit: PERCENT.

- [Spongebob CER](<https://www.sota2.com/research/sota/instance-erasure-on-sd-concept-prompts-and-coco-30k-v1-4-test.md?metric=Spongebob%20CER>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Snoopy CS | Result date | Report paper |
| --- | --- | --- | --- |
| SD v1.4 | 74.43 | Not recorded | 68fa72761e209131cea56871 |
| SD v1.4 | 74.43 | Not recorded | 68fa72761e209131cea56871 |
| SD v1.4 | 74.43 | Not recorded | 68fa72761e209131cea56871 |
| SA | 64.59 | Not recorded | 68fa72761e209131cea56871 |
| SA | 64.53 | Not recorded | 68fa72761e209131cea56871 |
| SA | 63.33 | Not recorded | 68fa72761e209131cea56871 |
| ConAbl | 60.88 | Not recorded | 68fa72761e209131cea56871 |
| ConAbl | 60.05 | Not recorded | 68fa72761e209131cea56871 |
| ConAbl | 59.81 | Not recorded | 68fa72761e209131cea56871 |
| SPM | 55.48 | Not recorded | 68fa72761e209131cea56871 |
| SPM | 55.11 | Not recorded | 68fa72761e209131cea56871 |
| SPM | 53.72 | Not recorded | 68fa72761e209131cea56871 |
| ESD | 46.94 | Not recorded | 68fa72761e209131cea56871 |
| ESD | 45.49 | Not recorded | 68fa72761e209131cea56871 |
| ESD | 44.5 | Not recorded | 68fa72761e209131cea56871 |

### SD v1.4

Snoopy CS: 74.43. Result ID: 69922b593a6c3148490d0e08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"status":"original model"}. This record does not assert independent reproduction.

### SD v1.4

Snoopy CS: 74.43. Result ID: 69922b593a6c3148490d0e0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"status":"original model"}. This record does not assert independent reproduction.

### SD v1.4

Snoopy CS: 74.43. Result ID: 69922b593a6c3148490d0e12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"status":"original model"}. This record does not assert independent reproduction.

### SA

Snoopy CS: 64.59. Result ID: 69922b593a6c3148490d0e0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

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

### SA

Snoopy CS: 64.53. Result ID: 69922b593a6c3148490d0e15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

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

### SA

Snoopy CS: 63.33. Result ID: 69922b593a6c3148490d0e10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

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

### ConAbl

Snoopy CS: 60.88. Result ID: 69922b593a6c3148490d0e14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

### ConAbl

Snoopy CS: 60.05. Result ID: 69922b593a6c3148490d0e0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

### ConAbl

Snoopy CS: 59.81. Result ID: 69922b593a6c3148490d0e0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

### SPM

Snoopy CS: 55.48. Result ID: 69922b593a6c3148490d0e0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

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

### SPM

Snoopy CS: 55.11. Result ID: 69922b593a6c3148490d0e11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

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

### SPM

Snoopy CS: 53.72. Result ID: 69922b593a6c3148490d0e16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

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

### ESD

Snoopy CS: 46.94. Result ID: 69922b593a6c3148490d0e13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

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

### ESD

Snoopy CS: 45.49. Result ID: 69922b593a6c3148490d0e0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

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

### ESD

Snoopy CS: 44.5. Result ID: 69922b593a6c3148490d0e09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

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

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