# Image Classification on ImageNet-ILSVRC12 WebVision transfer (val)

Source: [Image Classification on ImageNet-ILSVRC12 WebVision transfer (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ilsvrc12-webvision-transfer-val>)

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

Data updated: 2026-02-26T06:06:59.805Z

Evaluation of Image Classification performance using models pre-trained or transferred from ImageNet ILSVRC12, tested on the validation split of the WebVision dataset, typically measured by Top-1 and Top-5 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-ILSVRC12 WebVision transfer (val) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-ilsvrc12-webvision-transfer-val.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ilsvrc12-webvision-transfer-val.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CPC | 75.75 | Not recorded | 68fa6e3c1e209131cea3e8af |
| GJS | 75.5 | Not recorded | 68fa6e3c1e209131cea3e8af |
| DivideMix | 75.2 | Not recorded | 68fa6e3c1e209131cea3e8af |
| NGC | 74.44 | Not recorded | 68fa6e3c1e209131cea3e8af |
| DivideMix | 74.42 | Not recorded | 68fa6e3c1e209131cea3e8af |
| Baseline | 74.42 | Not recorded | 68fa6e3c1e209131cea3e8af |
| ELR+ | 70.29 | Not recorded | 68fa6e3c1e209131cea3e8af |

### CPC

Top-1 Accuracy: 75.75. Result ID: 6990093e3a6c314849fda569.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Implementation](<https://github.com/hjjpku/CPC.git>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### GJS

Top-1 Accuracy: 75.5. Result ID: 6990093e3a6c314849fda567.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8b8.md>)

[Implementation](<https://github.com/ErikEnglesson/GJS>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DivideMix

Top-1 Accuracy: 75.2. Result ID: 6990093e3a6c314849fda564.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671c1e209131cea144cf.md>)

[Implementation](<https://github.com/LiJunnan1992/DivideMix>)

Recorded evaluation configuration: {"Backbone":"Inception-resnet v2"}. This record does not assert independent reproduction.

### NGC

Top-1 Accuracy: 74.44. Result ID: 6990093e3a6c314849fda566.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a951e209131cea2911d.md>)

Recorded evaluation configuration: {"Backbone":"Inception-resnet v2"}. This record does not assert independent reproduction.

### DivideMix

Top-1 Accuracy: 74.42. Result ID: 6990093e3a6c314849fda565.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671c1e209131cea144cf.md>)

[Implementation](<https://github.com/LiJunnan1992/DivideMix>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Baseline

Top-1 Accuracy: 74.42. Result ID: 6990093e3a6c314849fda568.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd31e209131cea305cf.md>)

[Implementation](<https://github.com/ContrastToDivide/C2D>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### ELR+

Top-1 Accuracy: 70.29. Result ID: 6990093e3a6c314849fda563.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3c1e209131cea3e8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d383.md>)

[Implementation](<https://github.com/shengliu66/ELR>)

Recorded evaluation configuration: {"Backbone":"Inception-resnet v2"}. This record does not assert independent reproduction.

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