# Image Classification Accuracy on ImageNet (val)

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

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

Data updated: 2026-03-20T08:23:12.122Z

Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting a single accuracy percentage metric.

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 (val) |
| 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-accuracy-on-imagenet-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TOGA | 72.3 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| ProGrad | 72.2 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| CoOp | 71.5 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| KgCoOp | 71.2 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| CoCoOp | 71 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| MaPLe | 70.7 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| TransCLIP | 70.3 | Not recorded | 69bcd48b0636e5bf4afc29ff |
| CLIP | 66.7 | Not recorded | 69bcd48b0636e5bf4afc29ff |

### TOGA

Accuracy: 72.3. Result ID: 69bd03d347f34ce924a6fb71.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.md>)

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

### ProGrad

Accuracy: 72.2. Result ID: 69bd03d347f34ce924a6fb6e.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a981e209131cea841f7.md>)

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

### CoOp

Accuracy: 71.5. Result ID: 69bd03d347f34ce924a6fb6b.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.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.

### KgCoOp

Accuracy: 71.2. Result ID: 69bd03d347f34ce924a6fb6f.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.md>)

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

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

### CoCoOp

Accuracy: 71. Result ID: 69bd03d347f34ce924a6fb6c.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.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.

### MaPLe

Accuracy: 70.7. Result ID: 69bd03d347f34ce924a6fb6d.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.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.

### TransCLIP

Accuracy: 70.3. Result ID: 69bd03d347f34ce924a6fb70.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73791e209131cea5cc32.md>)

[Implementation](<https://github.com/MaxZanella/transduction-for-vlms>)

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

### CLIP

Accuracy: 66.7. Result ID: 69bd03d347f34ce924a6fb6a.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd48b0636e5bf4afc29ff.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.

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