# Image Classification on ImageNet-V (target)

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

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

Data updated: 2026-05-08T09:27:42.288Z

Evaluation of Image Classification performance on the ImageNet-V (target) dataset, typically measured by 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) | ImageNet-V (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-v-target.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MaPLe + CAKI | 65 | Not recorded | 69fd6e455497b3b670c89620 |
| PromptSRC + CAKI | 65 | Not recorded | 69fd6e455497b3b670c89620 |
| PromptSRC | 64.9 | Not recorded | 69fd6e455497b3b670c89620 |
| MaPLe | 64.5 | Not recorded | 69fd6e455497b3b670c89620 |
| CoOp | 64.2 | Not recorded | 69fd6e455497b3b670c89620 |
| CoCoOp | 64.1 | Not recorded | 69fd6e455497b3b670c89620 |

### MaPLe + CAKI

Accuracy: 65. Result ID: 69fdab8e47f34ce924e0edcd.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

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

### PromptSRC + CAKI

Accuracy: 65. Result ID: 69fdab8e47f34ce924e0edcf.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

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

### PromptSRC

Accuracy: 64.9. Result ID: 69fdab8e47f34ce924e0edce.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

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

Recorded evaluation configuration: {"re-implemented":"true"}. This record does not assert independent reproduction.

### MaPLe

Accuracy: 64.5. Result ID: 69fdab8e47f34ce924e0edcc.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

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

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

Recorded evaluation configuration: {"re-implemented":"true"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 64.2. Result ID: 69fdab8e47f34ce924e0edca.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.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.

### CoCoOp

Accuracy: 64.1. Result ID: 69fdab8e47f34ce924e0edcb.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89620.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a831.md>)

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

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

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