# Machine Unlearning on ImageNet (test)

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

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

Data updated: 2026-03-10T09:21:57.977Z

Evaluation of Machine Unlearning performance specifically on the test split of the ImageNet dataset, measured using the Atest metric.

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) | ImageNet (test) |
| Metric | Atest Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

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

## Recorded results

| Method | Atest Score | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 81.06 | Not recorded | 68fa773c1e209131cea71e18 |
| FISHER | 80.99 | Not recorded | 68fa773c1e209131cea71e18 |
| OrthoGrad | 80.73 | Not recorded | 68fa773c1e209131cea71e18 |
| Influence | 78.13 | Not recorded | 68fa773c1e209131cea71e18 |
| NegGrad+ | 77.17 | Not recorded | 68fa773c1e209131cea71e18 |
| GDR-GMA | 77.03 | Not recorded | 68fa773c1e209131cea71e18 |
| NegGrad | 76.53 | Not recorded | 68fa773c1e209131cea71e18 |
| SCRUB | 75.81 | Not recorded | 68fa773c1e209131cea71e18 |
| FT | 74.07 | Not recorded | 68fa773c1e209131cea71e18 |
| DUCK | 70.68 | Not recorded | 68fa773c1e209131cea71e18 |
| Retrain | 3.29 | Not recorded | 68fa773c1e209131cea71e18 |

### Original

Atest Score: 81.06. Result ID: 69afe2ae6dbb7075b9588907.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### FISHER

Atest Score: 80.99. Result ID: 69afe2ae6dbb7075b958890c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d5.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### OrthoGrad

Atest Score: 80.73. Result ID: 69afe2ae6dbb7075b9588911.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### Influence

Atest Score: 78.13. Result ID: 69afe2ae6dbb7075b958890d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f81e209131cea1f643.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### NegGrad+

Atest Score: 77.17. Result ID: 69afe2ae6dbb7075b958890b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71011e209131cea4e7b9.md>)

[Implementation](<https://github.com/Meghdad92/SCRUB>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### GDR-GMA

Atest Score: 77.03. Result ID: 69afe2ae6dbb7075b9588910.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### NegGrad

Atest Score: 76.53. Result ID: 69afe2ae6dbb7075b958890a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cbe9.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### SCRUB

Atest Score: 75.81. Result ID: 69afe2ae6dbb7075b958890e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71011e209131cea4e7b9.md>)

[Implementation](<https://github.com/Meghdad92/SCRUB>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### FT

Atest Score: 74.07. Result ID: 69afe2ae6dbb7075b9588909.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### DUCK

Atest Score: 70.68. Result ID: 69afe2ae6dbb7075b958890f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a465.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

### Retrain

Atest Score: 3.29. Result ID: 69afe2ae6dbb7075b9588908.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cd1e209131cea5888f.md>)

Recorded evaluation configuration: {"Backbone":"ViT-b16"}. This record does not assert independent reproduction.

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