# Image Classification on Cifar10-LT exponential

Source: [Image Classification on Cifar10-LT exponential](<https://www.sota2.com/research/sota/image-classification-on-cifar10-lt-exponential>)

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

Data updated: 2026-04-03T08:28:43.939Z

Evaluation of Image Classification performance on the Cifar10 Long Tail dataset configured with an exponential imbalance distribution, reporting overall accuracy, class frequency breakdowns (Frequent, Medium, Rare), and standard deviation.

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) | Cifar10-LT exponential |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-cifar10-lt-exponential.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy (Frequent)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-lt-exponential.md?metric=Accuracy%20(Frequent)>): Higher is better; unit: PERCENT.

- [Accuracy (Medium)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-lt-exponential.md?metric=Accuracy%20(Medium)>): Higher is better; unit: PERCENT.

- [Accuracy (Rare)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-lt-exponential.md?metric=Accuracy%20(Rare)>): Higher is better; unit: PERCENT.

- [Standard Deviation](<https://www.sota2.com/research/sota/image-classification-on-cifar10-lt-exponential.md?metric=Standard%20Deviation>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Ours(Sum) | 83.66 | Not recorded | 68fa7b471e209131cea877ef |
| SimSiam | 81.4 | Not recorded | 68fa7b471e209131cea877ef |
| FASSL | 80.69 | Not recorded | 68fa7b471e209131cea877ef |
| SDCLR | 80.49 | Not recorded | 68fa7b471e209131cea877ef |
| Byol | 79.33 | Not recorded | 68fa7b471e209131cea877ef |
| SimCLR | 76.77 | Not recorded | 68fa7b471e209131cea877ef |
| MoCoV2 | 74.76 | Not recorded | 68fa7b471e209131cea877ef |
| VicReg | 73.32 | Not recorded | 68fa7b471e209131cea877ef |

### Ours(Sum)

Accuracy: 83.66. Result ID: 69cf7a2347f34ce924b955b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### SimSiam

Accuracy: 81.4. Result ID: 69cf7a2347f34ce924b955af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Implementation](<https://github.com/OliverRensu/SDMP>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### FASSL

Accuracy: 80.69. Result ID: 69cf7a2347f34ce924b955ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70901e209131cea4bd4e.md>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### SDCLR

Accuracy: 80.49. Result ID: 69cf7a2347f34ce924b955ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a221e209131cea263d6.md>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### Byol

Accuracy: 79.33. Result ID: 69cf7a2347f34ce924b955aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### SimCLR

Accuracy: 76.77. Result ID: 69cf7a2347f34ce924b955ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### MoCoV2

Accuracy: 74.76. Result ID: 69cf7a2347f34ce924b955a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15344.md>)

[Implementation](<https://github.com/facebookresearch/moco>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

### VicReg

Accuracy: 73.32. Result ID: 69cf7a2347f34ce924b955ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b471e209131cea877ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb91e209131cea2fe0f.md>)

Recorded evaluation configuration: {"Backbone":"Resnet-18","Imbalance Type":"exp","Evaluation Protocol":"Linear Evaluation"}. This record does not assert independent reproduction.

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