# Image Classification on CIFAR-100 Bucket 10 Forget

Source: [Image Classification on CIFAR-100 Bucket 10 Forget](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-bucket-10-forget>)

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

Data updated: 2026-04-10T09:24:36.376Z

Evaluation of Image Classification performance on the specific 'Bucket 10 Forget' subset of CIFAR-100, reporting standard 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) | CIFAR-100 Bucket 10 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-cifar-100-bucket-10-forget.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 90.32 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 90.08 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 89.58 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 87.82 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 81.88 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 53.06 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 52.54 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 47.08 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 46.4 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 46.34 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 45.28 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 41.1 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 34.7 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 22.3 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 0 | Not recorded | 69d884367d0172140ec77ba4 |

### Original

Accuracy: 90.32. Result ID: 69d8c1cc47f34ce924c1f15d.

[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: 90.08. Result ID: 69d8c1cc47f34ce924c1f15e.

[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: 89.58. Result ID: 69d8c1cc47f34ce924c1f15f.

[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: 87.82. Result ID: 69d8c1cc47f34ce924c1f161.

[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: 81.88. Result ID: 69d8c1cc47f34ce924c1f162.

[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.

### Random-label with CMF

Accuracy: 53.06. Result ID: 69d8c1cc47f34ce924c1f163.

[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: 52.54. Result ID: 69d8c1cc47f34ce924c1f165.

[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: 47.08. Result ID: 69d8c1cc47f34ce924c1f169.

[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: 46.4. Result ID: 69d8c1cc47f34ce924c1f166.

[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: 46.34. Result ID: 69d8c1cc47f34ce924c1f168.

[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: 45.28. Result ID: 69d8c1cc47f34ce924c1f16b.

[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: 41.1. Result ID: 69d8c1cc47f34ce924c1f164.

[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: 34.7. Result ID: 69d8c1cc47f34ce924c1f167.

[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: 22.3. Result ID: 69d8c1cc47f34ce924c1f16a.

[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.

### Retain-only Retain

Accuracy: 0. Result ID: 69d8c1cc47f34ce924c1f160.

[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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