# Image Classification on TinyImageNet Forgotten (train)

Source: [Image Classification on TinyImageNet Forgotten (train)](<https://www.sota2.com/research/sota/image-classification-on-tinyimagenet-forgotten-train>)

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

Data updated: 2026-04-13T09:47:26.673Z

Evaluation of Image Classification performance on the training split of the TinyImageNet Forgotten dataset, reporting Accuracy and Performance Gap.

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) | TinyImageNet Forgotten (train) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-tinyimagenet-forgotten-train.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Performance Gap](<https://www.sota2.com/research/sota/image-classification-on-tinyimagenet-forgotten-train.md?metric=Performance%20Gap>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SCRUB | 64.2 | Not recorded | 69dc789f7d0172140ec78bd0 |
| SCRUB | 63.2 | Not recorded | 69dc789f7d0172140ec78bd0 |
| FT | 60.9 | Not recorded | 69dc789f7d0172140ec78bd0 |
| FT | 59.5 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/GA | 54.7 | Not recorded | 69dc789f7d0172140ec78bd0 |
| RL | 52.5 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/GA | 52.5 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/GA+Noisy | 51.8 | Not recorded | 69dc789f7d0172140ec78bd0 |
| RL | 51.2 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/Noisy | 50.8 | Not recorded | 69dc789f7d0172140ec78bd0 |
| SALUN | 50.7 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/GA+Noisy | 48.6 | Not recorded | 69dc789f7d0172140ec78bd0 |
| IEU w/Noisy | 48.3 | Not recorded | 69dc789f7d0172140ec78bd0 |
| Retraining | 47 | Not recorded | 69dc789f7d0172140ec78bd0 |
| SALUN | 45.4 | Not recorded | 69dc789f7d0172140ec78bd0 |
| Retraining | 42.9 | Not recorded | 69dc789f7d0172140ec78bd0 |

### SCRUB

Accuracy: 64.2. Result ID: 69dcbb9847f34ce924c41141.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### SCRUB

Accuracy: 63.2. Result ID: 69dcbb9847f34ce924c41149.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### FT

Accuracy: 60.9. Result ID: 69dcbb9847f34ce924c4113f.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### FT

Accuracy: 59.5. Result ID: 69dcbb9847f34ce924c41147.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/GA

Accuracy: 54.7. Result ID: 69dcbb9847f34ce924c41143.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### RL

Accuracy: 52.5. Result ID: 69dcbb9847f34ce924c41148.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/GA

Accuracy: 52.5. Result ID: 69dcbb9847f34ce924c4114b.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/GA+Noisy

Accuracy: 51.8. Result ID: 69dcbb9847f34ce924c41145.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### RL

Accuracy: 51.2. Result ID: 69dcbb9847f34ce924c41140.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/Noisy

Accuracy: 50.8. Result ID: 69dcbb9847f34ce924c41144.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### SALUN

Accuracy: 50.7. Result ID: 69dcbb9847f34ce924c41142.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/GA+Noisy

Accuracy: 48.6. Result ID: 69dcbb9847f34ce924c4114d.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### IEU w/Noisy

Accuracy: 48.3. Result ID: 69dcbb9847f34ce924c4114c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### Retraining

Accuracy: 47. Result ID: 69dcbb9847f34ce924c4113e.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### SALUN

Accuracy: 45.4. Result ID: 69dcbb9847f34ce924c4114a.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

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

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

### Retraining

Accuracy: 42.9. Result ID: 69dcbb9847f34ce924c41146.

[Reporting paper](<https://www.sota2.com/research/paper/69dc789f7d0172140ec78bd0.md>)

Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction.

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