# Image Classification on ImageNet Variants Average (target)

Source: [Image Classification on ImageNet Variants Average (target)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-variants-average-target>)

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

Data updated: 2026-03-04T13:16:06.584Z

Evaluation of Image Classification performance on the averaged results derived from various ImageNet variants, focusing on the target score.

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) | ImageNet Variants Average (target) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-imagenet-variants-average-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TAC | 61.63 | Not recorded | 69a66c142d603e6de3e3cdb4 |
| DeAR | 61.25 | Not recorded | 69a66c142d603e6de3e3cdb4 |
| PromptSRC | 60.65 | Not recorded | 69a66c142d603e6de3e3cdb4 |
| MMRL | 60.59 | Not recorded | 69a66c142d603e6de3e3cdb4 |
| MaPLe | 60.28 | Not recorded | 69a66c142d603e6de3e3cdb4 |
| CoOp | 59.28 | Not recorded | 69a66c142d603e6de3e3cdb4 |

### TAC

Accuracy: 61.63. Result ID: 69a8307f6dbb7075b94e9a53.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeAR

Accuracy: 61.25. Result ID: 69a8307f6dbb7075b94e9a54.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PromptSRC

Accuracy: 60.65. Result ID: 69a8307f6dbb7075b94e9a51.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MMRL

Accuracy: 60.59. Result ID: 69a8307f6dbb7075b94e9a52.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a11e209131cea747a9.md>)

[Implementation](<https://github.com/yunncheng/MMRL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MaPLe

Accuracy: 60.28. Result ID: 69a8307f6dbb7075b94e9a50.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoOp

Accuracy: 59.28. Result ID: 69a8307f6dbb7075b94e9a4f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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