# Image Classification on ImageNet 1K (val) (Top-1 Accuracy at 100 & 200 eps)

Source: [Image Classification on ImageNet 1K (val) (Top-1 Accuracy at 100 & 200 eps)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-accuracy-at-100-and-200-eps>)

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

Data updated: 2026-02-26T06:06:52.713Z

Evaluation of Image Classification performance on the validation split of ImageNet 1K, specifically reporting Top-1 accuracy measured under 100 and 200 epsilon conditions.

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 (val) |
| Metric | Top-1 Acc (100 eps) |
| 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

- [Top-1 Acc (100 eps)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-accuracy-at-100-and-200-eps.md?metric=Top-1%20Acc%20(100%20eps)>): Higher is better; unit: PERCENT.

- [Top-1 Acc (200 eps)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-accuracy-at-100-and-200-eps.md?metric=Top-1%20Acc%20(200%20eps)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc (100 eps) | Result date | Report paper |
| --- | --- | --- | --- |
| CW-RGP 4 | 69.7 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| W-MSE 4 | 69.4 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| Zero-CL | 68.9 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| SimSiam | 68.1 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| MoCo v2 | 67.4 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| W-MSE 4 (repro.) | 66.7 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| SimCLR | 66.5 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| BYOL | 66.5 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| SwAV | 66.5 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| BYOL (repro.) | 66.1 | Not recorded | 68fa6d9d1e209131cea3ad4b |
| SwAV (repro.) | 65.8 | Not recorded | 68fa6d9d1e209131cea3ad4b |

### CW-RGP 4

Top-1 Acc (100 eps): 69.7. Result ID: 698fc4993a6c314849fbb513.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Implementation](<https://github.com/winci-ai/CW-RGP>)

Recorded evaluation configuration: {"Batch size":"512","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### W-MSE 4

Top-1 Acc (100 eps): 69.4. Result ID: 698fc4993a6c314849fbb50e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f21e209131cea2528b.md>)

Recorded evaluation configuration: {"Batch size":"4096","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### Zero-CL

Top-1 Acc (100 eps): 68.9. Result ID: 698fc4993a6c314849fbb50f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

Recorded evaluation configuration: {"Batch size":"1024","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### SimSiam

Top-1 Acc (100 eps): 68.1. Result ID: 698fc4993a6c314849fbb50d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c61e209131cea1e54d.md>)

Recorded evaluation configuration: {"Batch size":"256","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### MoCo v2

Top-1 Acc (100 eps): 67.4. Result ID: 698fc4993a6c314849fbb50a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e30.md>)

Recorded evaluation configuration: {"Batch size":"256","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### W-MSE 4 (repro.)

Top-1 Acc (100 eps): 66.7. Result ID: 698fc4993a6c314849fbb512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f21e209131cea2528b.md>)

Recorded evaluation configuration: {"Batch size":"512","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### SimCLR

Top-1 Acc (100 eps): 66.5. Result ID: 698fc4993a6c314849fbb509.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

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

Recorded evaluation configuration: {"Batch size":"4096","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### BYOL

Top-1 Acc (100 eps): 66.5. Result ID: 698fc4993a6c314849fbb50b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Batch size":"4096","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### SwAV

Top-1 Acc (100 eps): 66.5. Result ID: 698fc4993a6c314849fbb50c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Batch size":"4096","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### BYOL (repro.)

Top-1 Acc (100 eps): 66.1. Result ID: 698fc4993a6c314849fbb510.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Batch size":"512","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

### SwAV (repro.)

Top-1 Acc (100 eps): 65.8. Result ID: 698fc4993a6c314849fbb511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Batch size":"512","Encoder":"ResNet-50","Evaluation Protocol":"linear classification"}. This record does not assert independent reproduction.

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