# Machine Unlearning on Mini-ImageNet

Source: [Machine Unlearning on Mini-ImageNet](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet>)

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

Data updated: 2026-02-27T11:41:07.936Z

Evaluation of Machine Unlearning performance on the Mini-ImageNet dataset, measured using metrics related to forgetting (BF/AF), retention (BF/AF), and Membership Inference Attack (MIA).

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 | Machine Unlearning |
| Dataset (including any stated split) | Mini-ImageNet |
| Metric | Forgetting Classes BF |
| Unit | PERCENT |
| Direction | Higher 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

- [Forgetting Classes BF](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet.md?metric=Forgetting%20Classes%20BF>): Higher is better; unit: PERCENT.

- [Forgetting Classes AF](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet.md?metric=Forgetting%20Classes%20AF>): Lower is better; unit: PERCENT.

- [Retain Classes BF](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet.md?metric=Retain%20Classes%20BF>): Higher is better; unit: PERCENT.

- [Retain Classes AF](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet.md?metric=Retain%20Classes%20AF>): Higher is better; unit: PERCENT.

- [MIA](<https://www.sota2.com/research/sota/machine-unlearning-on-mini-imagenet.md?metric=MIA>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Forgetting Classes BF | Result date | Report paper |
| --- | --- | --- | --- |
| CCUP | 60.5 | Not recorded | 694238f44561469362850490 |
| ZSL-CLIP | 60.5 | Not recorded | 694238f44561469362850490 |
| Lip | 60.5 | Not recorded | 694238f44561469362850490 |
| Emb | 60.5 | Not recorded | 694238f44561469362850490 |
| Amns | 60.5 | Not recorded | 694238f44561469362850490 |
| EMMN | 60.5 | Not recorded | 694238f44561469362850490 |

### CCUP

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e7841d.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

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

### ZSL-CLIP

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e7841e.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

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

### Lip

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e7841f.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb67.md>)

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

### Emb

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e78420.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

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

### Amns

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e78421.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

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

### EMMN

Forgetting Classes BF: 60.5. Result ID: 69a182c435dfcabb00e78422.

[Reporting paper](<https://www.sota2.com/research/paper/694238f44561469362850490.md>)

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

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