# Image Classification on ImageNet (val) (Accuracy and Norm. AxM Power)

Source: [Image Classification on ImageNet (val) (Accuracy and Norm. AxM Power)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-accuracy-and-norm-axm-power>)

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

Data updated: 2026-05-12T07:21:09.577Z

Evaluation of standard Image Classification performance on the validation split of the ImageNet dataset, reporting general Accuracy alongside the Norm. AxM Power 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 | 10 of 10 |
| 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-val-accuracy-and-norm-axm-power.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Norm. AxM Power](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-accuracy-and-norm-axm-power.md?metric=Norm.%20AxM%20Power>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AccMul | 81.83 | Not recorded | 6a02b3eedbc836b87d82453d |
| TRAM | 79.54 | Not recorded | 6a02b3eedbc836b87d82453d |
| AccMul | 79.34 | Not recorded | 6a02b3eedbc836b87d82453d |
| Evo\_1KV9 | 79.25 | Not recorded | 6a02b3eedbc836b87d82453d |
| TRAM | 79.15 | Not recorded | 6a02b3eedbc836b87d82453d |
| TRAM | 76.78 | Not recorded | 6a02b3eedbc836b87d82453d |
| Evo\_1L2H | 76.64 | Not recorded | 6a02b3eedbc836b87d82453d |
| TRAM | 76.31 | Not recorded | 6a02b3eedbc836b87d82453d |
| Evo\_1KV9 | 70.16 | Not recorded | 6a02b3eedbc836b87d82453d |
| Evo\_1L2H | 67.01 | Not recorded | 6a02b3eedbc836b87d82453d |

### AccMul

Accuracy: 81.83. Result ID: 6a02d4db47f34ce924e53a9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"Swin-S","Precision":"8-bit"}. This record does not assert independent reproduction.

### TRAM

Accuracy: 79.54. Result ID: 6a02d4db47f34ce924e53a9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"Swin-S","λ":"1"}. This record does not assert independent reproduction.

### AccMul

Accuracy: 79.34. Result ID: 6a02d4db47f34ce924e53a95.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"DeiT-S","Precision":"8-bit"}. This record does not assert independent reproduction.

### Evo\_1KV9

Accuracy: 79.25. Result ID: 6a02d4db47f34ce924e53a9d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"Swin-S"}. This record does not assert independent reproduction.

### TRAM

Accuracy: 79.15. Result ID: 6a02d4db47f34ce924e53a9c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"Swin-S","λ":"100"}. This record does not assert independent reproduction.

### TRAM

Accuracy: 76.78. Result ID: 6a02d4db47f34ce924e53a96.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"DeiT-S","λ":"1"}. This record does not assert independent reproduction.

### Evo\_1L2H

Accuracy: 76.64. Result ID: 6a02d4db47f34ce924e53a9e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"Swin-S"}. This record does not assert independent reproduction.

### TRAM

Accuracy: 76.31. Result ID: 6a02d4db47f34ce924e53a97.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"DeiT-S","λ":"100"}. This record does not assert independent reproduction.

### Evo\_1KV9

Accuracy: 70.16. Result ID: 6a02d4db47f34ce924e53a98.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"DeiT-S"}. This record does not assert independent reproduction.

### Evo\_1L2H

Accuracy: 67.01. Result ID: 6a02d4db47f34ce924e53a99.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b3eedbc836b87d82453d.md>)

Recorded evaluation configuration: {"Model":"DeiT-S"}. This record does not assert independent reproduction.

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