# Image Classification on CIFAR-100 Bucket 1 Forget

Source: [Image Classification on CIFAR-100 Bucket 1 Forget](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-bucket-1-forget>)

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

Data updated: 2026-04-10T09:24:36.317Z

Evaluation of Image Classification performance on the specific 'Bucket 1 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 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-cifar-100-bucket-1-forget.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 93 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 92.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 92 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 90.8 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 87.8 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 58.4 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 55.8 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 55.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 55.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 53.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 51.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 24.6 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 24.4 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 23.2 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 0 | Not recorded | 69d884367d0172140ec77ba4 |

### Original

Accuracy: 93. Result ID: 69d8c1cc47f34ce924c1f141.

[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: 92.2. Result ID: 69d8c1cc47f34ce924c1f140.

[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: 92. Result ID: 69d8c1cc47f34ce924c1f13f.

[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: 90.8. Result ID: 69d8c1cc47f34ce924c1f143.

[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: 87.8. Result ID: 69d8c1cc47f34ce924c1f144.

[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.

### NegGrad+ with CMF

Accuracy: 58.4. Result ID: 69d8c1cc47f34ce924c1f14d.

[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: 55.8. Result ID: 69d8c1cc47f34ce924c1f14b.

[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: 55.2. Result ID: 69d8c1cc47f34ce924c1f145.

[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: 55.2. Result ID: 69d8c1cc47f34ce924c1f147.

[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.

### Salun with CMF

Accuracy: 53.2. Result ID: 69d8c1cc47f34ce924c1f148.

[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: 51.2. Result ID: 69d8c1cc47f34ce924c1f14a.

[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: 24.6. Result ID: 69d8c1cc47f34ce924c1f146.

[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: 24.4. Result ID: 69d8c1cc47f34ce924c1f14c.

[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: 23.2. Result ID: 69d8c1cc47f34ce924c1f149.

[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: 69d8c1cc47f34ce924c1f142.

[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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