# Image Classification on Fashion-MNIST Class Unlearning (Dft)

Source: [Image Classification on Fashion-MNIST Class Unlearning (Dft)](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-class-unlearning-dft>)

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

Data updated: 2026-05-12T08:04:05.029Z

Evaluation of Image Classification performance (Accuracy) on the Fashion-MNIST Class Unlearning (Dft) dataset variant.

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 | Image Classification |
| Dataset (including any stated split) | Fashion-MNIST Class Unlearning (Dft) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-class-unlearning-dft.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 92.5 | Not recorded | 68fa75ab1e209131cea69322 |
| Original | 90.6 | Not recorded | 68fa75ab1e209131cea69322 |
| Finetune | 76.8 | Not recorded | 68fa75ab1e209131cea69322 |
| Finetune | 62.6 | Not recorded | 68fa75ab1e209131cea69322 |
| NegGrad | 9.7 | Not recorded | 68fa75ab1e209131cea69322 |
| SCRUB | 5.3 | Not recorded | 68fa75ab1e209131cea69322 |
| BadT | 0.2 | Not recorded | 68fa75ab1e209131cea69322 |
| SCRUB | 0.2 | Not recorded | 68fa75ab1e209131cea69322 |
| Retrain | 0 | Not recorded | 68fa75ab1e209131cea69322 |
| BadT | 0 | Not recorded | 68fa75ab1e209131cea69322 |
| Residual Feature Alignment Unlearning | 0 | Not recorded | 68fa75ab1e209131cea69322 |
| Retrain | 0 | Not recorded | 68fa75ab1e209131cea69322 |
| NegGrad | 0 | Not recorded | 68fa75ab1e209131cea69322 |
| Residual Feature Alignment Unlearning | 0 | Not recorded | 68fa75ab1e209131cea69322 |

### Original

Accuracy: 92.5. Result ID: 6a02dee447f34ce924e57be6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

### Original

Accuracy: 90.6. Result ID: 6a02dee447f34ce924e57bdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### Finetune

Accuracy: 76.8. Result ID: 6a02dee447f34ce924e57be2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### Finetune

Accuracy: 62.6. Result ID: 6a02dee447f34ce924e57be9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

### NegGrad

Accuracy: 9.7. Result ID: 6a02dee447f34ce924e57be1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### SCRUB

Accuracy: 5.3. Result ID: 6a02dee447f34ce924e57be4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### BadT

Accuracy: 0.2. Result ID: 6a02dee447f34ce924e57bea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46745.md>)

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

### SCRUB

Accuracy: 0.2. Result ID: 6a02dee447f34ce924e57beb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

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

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

### Retrain

Accuracy: 0. Result ID: 6a02dee447f34ce924e57be0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### BadT

Accuracy: 0. Result ID: 6a02dee447f34ce924e57be3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46745.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### Residual Feature Alignment Unlearning

Accuracy: 0. Result ID: 6a02dee447f34ce924e57be5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### Retrain

Accuracy: 0. Result ID: 6a02dee447f34ce924e57be7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

### NegGrad

Accuracy: 0. Result ID: 6a02dee447f34ce924e57be8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

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

### Residual Feature Alignment Unlearning

Accuracy: 0. Result ID: 6a02dee447f34ce924e57bec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75ab1e209131cea69322.md>)

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

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