# Image Classification on CIFAR-100 Bucket 10 Retain

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

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

Data updated: 2026-04-10T09:24:36.348Z

Evaluation of Image Classification performance on the specific 'Bucket 10 Retain' subset of the CIFAR-100 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) | CIFAR-100 Bucket 10 Retain |
| 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-retain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Retain-only Retain | 90.13 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 90.1 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 90.09 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 89.94 | Not recorded | 69d884367d0172140ec77ba4 |
| Original | 89.67 | Not recorded | 69d884367d0172140ec77ba4 |
| Retain-only Retain | 89.31 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 87.81 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 87.79 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 87.42 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 87.39 | Not recorded | 69d884367d0172140ec77ba4 |
| Random-label with CMF | 86.01 | Not recorded | 69d884367d0172140ec77ba4 |
| Salun with CMF | 85.37 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 83.97 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 83.91 | Not recorded | 69d884367d0172140ec77ba4 |
| NegGrad+ with CMF | 81.19 | Not recorded | 69d884367d0172140ec77ba4 |

### Retain-only Retain

Accuracy: 90.13. Result ID: 69d8c1cc47f34ce924c1f152.

[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: 90.1. Result ID: 69d8c1cc47f34ce924c1f151.

[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: 90.09. Result ID: 69d8c1cc47f34ce924c1f14e.

[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: 89.94. Result ID: 69d8c1cc47f34ce924c1f14f.

[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: 89.67. Result ID: 69d8c1cc47f34ce924c1f150.

[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: 89.31. Result ID: 69d8c1cc47f34ce924c1f153.

[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: 87.81. Result ID: 69d8c1cc47f34ce924c1f154.

[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: 87.79. Result ID: 69d8c1cc47f34ce924c1f156.

[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: 87.42. Result ID: 69d8c1cc47f34ce924c1f157.

[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: 87.39. Result ID: 69d8c1cc47f34ce924c1f159.

[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: 86.01. Result ID: 69d8c1cc47f34ce924c1f155.

[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: 85.37. Result ID: 69d8c1cc47f34ce924c1f158.

[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: 83.97. Result ID: 69d8c1cc47f34ce924c1f15c.

[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: 83.91. Result ID: 69d8c1cc47f34ce924c1f15a.

[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: 81.19. Result ID: 69d8c1cc47f34ce924c1f15b.

[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.

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