# Image Classification on ImageNet Source (train val)

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

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

Data updated: 2026-02-26T05:29:31.750Z

Evaluation of Image Classification performance on the ImageNet Source dataset using the combined training and validation splits.

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 Source (train val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-source-train-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DePT | 73.27 | Not recorded | 68fa728e1e209131cea5705c |
| DePT | 72.77 | Not recorded | 68fa728e1e209131cea5705c |
| DePT | 72.77 | Not recorded | 68fa728e1e209131cea5705c |
| DePT | 72.63 | Not recorded | 68fa728e1e209131cea5705c |
| MaPLe | 72.47 | Not recorded | 68fa728e1e209131cea5705c |
| DePT | 71.97 | Not recorded | 68fa728e1e209131cea5705c |
| CoOp | 71.8 | Not recorded | 68fa728e1e209131cea5705c |
| DePT | 71.6 | Not recorded | 68fa728e1e209131cea5705c |
| PromptSRC | 71.33 | Not recorded | 68fa728e1e209131cea5705c |
| CoCoOp | 71.17 | Not recorded | 68fa728e1e209131cea5705c |
| KgCoOp | 71.17 | Not recorded | 68fa728e1e209131cea5705c |
| VPT | 70.8 | Not recorded | 68fa728e1e209131cea5705c |

### DePT

Accuracy: 73.27. Result ID: 69925b363a6c3148490e6684.

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

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

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

Recorded evaluation configuration: {"Baseline":"MaPLe"}. This record does not assert independent reproduction.

### DePT

Accuracy: 72.77. Result ID: 69925b363a6c3148490e6680.

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

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

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

Recorded evaluation configuration: {"Baseline":"CoCoOp"}. This record does not assert independent reproduction.

### DePT

Accuracy: 72.77. Result ID: 69925b363a6c3148490e6682.

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

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

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

Recorded evaluation configuration: {"Baseline":"KgCoOp"}. This record does not assert independent reproduction.

### DePT

Accuracy: 72.63. Result ID: 69925b363a6c3148490e667e.

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

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

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

Recorded evaluation configuration: {"Baseline":"CoOp"}. This record does not assert independent reproduction.

### MaPLe

Accuracy: 72.47. Result ID: 69925b363a6c3148490e6683.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea5705c.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.

### DePT

Accuracy: 71.97. Result ID: 69925b363a6c3148490e6686.

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

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

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

Recorded evaluation configuration: {"Baseline":"VPT"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 71.8. Result ID: 69925b363a6c3148490e667d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea5705c.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.

### DePT

Accuracy: 71.6. Result ID: 69925b363a6c3148490e6688.

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

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

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

Recorded evaluation configuration: {"Baseline":"PromptSRC"}. This record does not assert independent reproduction.

### PromptSRC

Accuracy: 71.33. Result ID: 69925b363a6c3148490e6687.

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

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

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

### CoCoOp

Accuracy: 71.17. Result ID: 69925b363a6c3148490e667f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea5705c.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.

### KgCoOp

Accuracy: 71.17. Result ID: 69925b363a6c3148490e6681.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42d7a.md>)

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

### VPT

Accuracy: 70.8. Result ID: 69925b363a6c3148490e6685.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

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

Page 1 of 1. This is an index page, not the full collection.
