# Machine Unlearning on ImageNet 100 (10% random data forgetting)

Source: [Machine Unlearning on ImageNet 100 (10% random data forgetting)](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting>)

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

Data updated: 2026-05-13T10:24:29.609Z

Evaluation of Machine Unlearning performance on a 10% random subset of the ImageNet-100 dataset. Metrics include UA, RA, TA, MIA, Avg. Gap, and RTE.

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 100 10% random data forgetting |
| Metric | UA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [UA](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=UA>): Higher is better; unit: PERCENT.

- [RA](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=RA>): Higher is better; unit: PERCENT.

- [TA](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=TA>): Higher is better; unit: PERCENT.

- [MIA](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=MIA>): Higher is better; unit: PERCENT.

- [Average Gap](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=Average%20Gap>): Lower is better; unit: SCALAR.

- [RTE](<https://www.sota2.com/research/sota/machine-unlearning-on-imagenet-100-10-percent-random-data-forgetting.md?metric=RTE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | UA | Result date | Report paper |
| --- | --- | --- | --- |
| SFRon | 27.28 | Not recorded | 68fa789e1e209131cea795fa |
| NegGrad+ | 13.15 | Not recorded | 68fa789e1e209131cea795fa |
| RT | 11.63 | Not recorded | 68fa789e1e209131cea795fa |
| MCUβ | 11.63 | Not recorded | 68fa789e1e209131cea795fa |
| MCU | 11.44 | Not recorded | 68fa789e1e209131cea795fa |
| NegTV | 10.17 | Not recorded | 68fa789e1e209131cea795fa |
| RL | 9.53 | Not recorded | 68fa789e1e209131cea795fa |
| SalUn | 9.38 | Not recorded | 68fa789e1e209131cea795fa |
| GA | 8.96 | Not recorded | 68fa789e1e209131cea795fa |
| FT | 8.62 | Not recorded | 68fa789e1e209131cea795fa |

### SFRon

UA: 27.28. Result ID: 6a0450f647f34ce924eac9ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75011e209131cea652f5.md>)

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

### NegGrad+

UA: 13.15. Result ID: 6a0450f647f34ce924eac9eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71471e209131cea505be.md>)

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

### RT

UA: 11.63. Result ID: 6a0450f647f34ce924eac9e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

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

### MCUβ

UA: 11.63. Result ID: 6a0450f647f34ce924eac9f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

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

### MCU

UA: 11.44. Result ID: 6a0450f647f34ce924eac9ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

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

### NegTV

UA: 10.17. Result ID: 6a0450f647f34ce924eac9ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

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

### RL

UA: 9.53. Result ID: 6a0450f647f34ce924eac9e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

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

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

### SalUn

UA: 9.38. Result ID: 6a0450f647f34ce924eac9ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

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

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

### GA

UA: 8.96. Result ID: 6a0450f647f34ce924eac9ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf01e209131cea31038.md>)

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

### FT

UA: 8.62. Result ID: 6a0450f647f34ce924eac9e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea795fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49a4c.md>)

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

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