# Image Classification on ImageNet (novel split)

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

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

Data updated: 2026-05-12T13:07:21.055Z

Evaluation of Image Classification performance on the novel split configuration of the ImageNet dataset, 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 (novel split) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-novel-split.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LPT | 71.7 | Not recorded | 68fa75701e209131cea67e88 |
| MMA | 71 | Not recorded | 68fa75701e209131cea67e88 |
| 2SFS | 70.99 | Not recorded | 68fa75701e209131cea67e88 |
| LASP | 70.95 | Not recorded | 68fa75701e209131cea67e88 |
| PromptSRC | 70.73 | Not recorded | 68fa75701e209131cea67e88 |
| MaPLe | 70.54 | Not recorded | 68fa75701e209131cea67e88 |
| CoCoOp | 70.43 | Not recorded | 68fa75701e209131cea67e88 |
| Dept | 70.13 | Not recorded | 68fa75701e209131cea67e88 |
| TCP | 69.87 | Not recorded | 68fa75701e209131cea67e88 |
| CLIP | 68.14 | Not recorded | 68fa75701e209131cea67e88 |
| CoOp | 67.88 | Not recorded | 68fa75701e209131cea67e88 |

### LPT

Accuracy: 71.7. Result ID: 6a03260847f34ce924e7874b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

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

### MMA

Accuracy: 71. Result ID: 6a03260847f34ce924e78749.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c21e209131cea6392b.md>)

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

### 2SFS

Accuracy: 70.99. Result ID: 6a03260847f34ce924e7874a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea736e6.md>)

[Implementation](<https://github.com/FarinaMatteo/rethinking_fewshot_vlms>)

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

### LASP

Accuracy: 70.95. Result ID: 6a03260847f34ce924e78744.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef11e209131cea43118.md>)

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

### PromptSRC

Accuracy: 70.73. Result ID: 6a03260847f34ce924e78746.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

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

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

### MaPLe

Accuracy: 70.54. Result ID: 6a03260847f34ce924e78745.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.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.

### CoCoOp

Accuracy: 70.43. Result ID: 6a03260847f34ce924e78743.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.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.

### Dept

Accuracy: 70.13. Result ID: 6a03260847f34ce924e78747.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea5705c.md>)

[Implementation](<https://github.com/Koorye/DePT>)

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

### TCP

Accuracy: 69.87. Result ID: 6a03260847f34ce924e78748.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e22.md>)

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

### CLIP

Accuracy: 68.14. Result ID: 6a03260847f34ce924e78741.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

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

### CoOp

Accuracy: 67.88. Result ID: 6a03260847f34ce924e78742.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67e88.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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