# Image Classification on Tiny-ImageNet Bucket 20 Forget

Source: [Image Classification on Tiny-ImageNet Bucket 20 Forget](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-bucket-20-forget>)

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

Data updated: 2026-04-10T09:24:36.471Z

Evaluation of Image Classification performance on the specific 'Bucket 20 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 20 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-20-forget.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 85.68 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 85.44 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 84.7 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 81.44 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 78.64 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 75.24 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 71.04 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 68.66 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 67.62 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 62.56 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 60.48 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 33.98 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 31.24 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 27.58 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 0 | Not recorded | 69d884367d0172140ec77ba4 |

### Original

Accuracy: 85.68. Result ID: 69d8c1cc47f34ce924c1f19a.

[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: 85.44. Result ID: 69d8c1cc47f34ce924c1f199.

[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.

### Original

Accuracy: 84.7. Result ID: 69d8c1cc47f34ce924c1f19b.

[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.

### Retain-only Retain

Accuracy: 81.44. Result ID: 69d8c1cc47f34ce924c1f19d.

[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: 78.64. Result ID: 69d8c1cc47f34ce924c1f19e.

[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: 75.24. Result ID: 69d8c1cc47f34ce924c1f1a3.

[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: 71.04. Result ID: 69d8c1cc47f34ce924c1f1a0.

[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: 68.66. Result ID: 69d8c1cc47f34ce924c1f1a2.

[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: 67.62. Result ID: 69d8c1cc47f34ce924c1f1a4.

[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: 62.56. Result ID: 69d8c1cc47f34ce924c1f19f.

[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: 60.48. Result ID: 69d8c1cc47f34ce924c1f1a1.

[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: 33.98. Result ID: 69d8c1cc47f34ce924c1f1a6.

[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: 31.24. Result ID: 69d8c1cc47f34ce924c1f1a5.

[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: 27.58. Result ID: 69d8c1cc47f34ce924c1f1a7.

[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: 69d8c1cc47f34ce924c1f19c.

[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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