# Image Classification on ImageNet-1K (Top-1 Accuracy & OOD Robustness)

Source: [Image Classification on ImageNet-1K (Top-1 Accuracy & OOD Robustness)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-top-1-accuracy-and-ood-robustness>)

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

Data updated: 2026-07-07T10:50:19.836Z

Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting standard Top-1 accuracy alongside Out-of-Distribution (OOD) robustness metrics, such as rotational delta 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-1K |
| Metric | Top-1 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-top-1-accuracy-and-ood-robustness.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [OOD Rotational ΔAccuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-top-1-accuracy-and-ood-robustness.md?metric=OOD%20Rotational%20%CE%94Accuracy>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| H2(ViT-H/14) | 85 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| H8(ViT-H/14) | 85 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| I8(ViT-H/14) | 84.7 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| ViT-H/14 | 84.6 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| H2(ViT-L/16) | 84.5 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| H8(ViT-L/16) | 84.5 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| ViT-L/16 | 84.2 | Not recorded | 68fa7bc61e209131cea8a5f3 |
| I8(ViT-L/16) | 84 | Not recorded | 68fa7bc61e209131cea8a5f3 |

### H2(ViT-H/14)

Top-1 Accuracy: 85. Result ID: 6a4cd9d960b88bb339caf254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a71e209131cea7eb20.md>)

Recorded evaluation configuration: {"params":"474.2","throughput":"640","bf16 FLOPs":"127.4","Peak Mem.":"2734"}. This record does not assert independent reproduction.

### H8(ViT-H/14)

Top-1 Accuracy: 85. Result ID: 6a4cd9d960b88bb339caf256.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"params":"355.8","throughput":"660","bf16 FLOPs":"102.3","Peak Mem.":"2223"}. This record does not assert independent reproduction.

### I8(ViT-H/14)

Top-1 Accuracy: 84.7. Result ID: 6a4cd9d960b88bb339caf255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"params":"362.3","throughput":"657","bf16 FLOPs":"104.0","Peak Mem.":"2249"}. This record does not assert independent reproduction.

### ViT-H/14

Top-1 Accuracy: 84.6. Result ID: 6a4cd9d960b88bb339caf253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"params":"632.1","throughput":"569","bf16 FLOPs":"167.8","Peak Mem.":"3285"}. This record does not assert independent reproduction.

### H2(ViT-L/16)

Top-1 Accuracy: 84.5. Result ID: 6a4cd9d960b88bb339caf258.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a71e209131cea7eb20.md>)

Recorded evaluation configuration: {"params":"228.3","throughput":"1610","bf16 FLOPs":"46.9","Peak Mem.":"1458"}. This record does not assert independent reproduction.

### H8(ViT-L/16)

Top-1 Accuracy: 84.5. Result ID: 6a4cd9d960b88bb339caf25a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"params":"171.3","throughput":"1615","bf16 FLOPs":"37.7","Peak Mem.":"1194"}. This record does not assert independent reproduction.

### ViT-L/16

Top-1 Accuracy: 84.2. Result ID: 6a4cd9d960b88bb339caf257.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"params":"304.4","throughput":"1421","bf16 FLOPs":"61.9","Peak Mem.":"1557"}. This record does not assert independent reproduction.

### I8(ViT-L/16)

Top-1 Accuracy: 84. Result ID: 6a4cd9d960b88bb339caf259.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f3.md>)

Recorded evaluation configuration: {"params":"175.5","throughput":"1618","bf16 FLOPs":"38.5","Peak Mem.":"1210"}. This record does not assert independent reproduction.

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