# Image Classification on Tiny-ImageNet Bucket 1 Forget

Source: [Image Classification on Tiny-ImageNet Bucket 1 Forget](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-bucket-1-forget>)

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

Data updated: 2026-04-10T09:24:36.425Z

Evaluation of Image Classification performance on the specific 'Bucket 1 Forget' subset of the Tiny-ImageNet dataset, reporting Accuracy.

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) | Tiny-ImageNet Bucket 1 Forget |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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-tiny-imagenet-bucket-1-forget.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 81.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 80.4 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 79.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 77.6 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 74.8 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 74.4 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 68.4 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 68 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 64 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 61.6 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 61.2 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 34.4 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 17.2 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 12 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 0 | Not recorded | 69d884367d0172140ec77ba4 |

### Original

Accuracy: 81.2. Result ID: 69d8c1cc47f34ce924c1f17c.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Original

Accuracy: 80.4. Result ID: 69d8c1cc47f34ce924c1f17d.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Original

Accuracy: 79.2. Result ID: 69d8c1cc47f34ce924c1f17b.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Retain-only Retain

Accuracy: 77.6. Result ID: 69d8c1cc47f34ce924c1f17f.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Retain-only Retain

Accuracy: 74.8. Result ID: 69d8c1cc47f34ce924c1f180.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Salun with CMF

Accuracy: 74.4. Result ID: 69d8c1cc47f34ce924c1f185.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Random-label with CMF

Accuracy: 68.4. Result ID: 69d8c1cc47f34ce924c1f182.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Salun with CMF

Accuracy: 68. Result ID: 69d8c1cc47f34ce924c1f184.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Salun with CMF

Accuracy: 64. Result ID: 69d8c1cc47f34ce924c1f186.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Random-label with CMF

Accuracy: 61.6. Result ID: 69d8c1cc47f34ce924c1f181.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Random-label with CMF

Accuracy: 61.2. Result ID: 69d8c1cc47f34ce924c1f183.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### NegGrad+ with CMF

Accuracy: 34.4. Result ID: 69d8c1cc47f34ce924c1f188.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### NegGrad+ with CMF

Accuracy: 17.2. Result ID: 69d8c1cc47f34ce924c1f187.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### NegGrad+ with CMF

Accuracy: 12. Result ID: 69d8c1cc47f34ce924c1f189.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

### Retain-only Retain

Accuracy: 0. Result ID: 69d8c1cc47f34ce924c1f17e.

[Reporting paper](<https://www.sota2.com/research/paper/69d884367d0172140ec77ba4.md>)

Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction.

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