# Image Classification on ImageNet 500

Source: [Image Classification on ImageNet 500](<https://www.sota2.com/research/sota/image-classification-on-imagenet-500>)

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

Data updated: 2026-02-26T06:06:41.918Z

Evaluation of Image Classification performance on the ImageNet 500 subset, measured using Top-1 and Top-5 accuracy metrics.

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 500 |
| Metric | Top-1 Acc |
| 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 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-500.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

- [Top-5 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-500.md?metric=Top-5%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| CAPro | 72 | Not recorded | 68fa70ea1e209131cea4dfab |
| SCC | 69.7 | Not recorded | 68fa70ea1e209131cea4dfab |
| Vanilla | 68.8 | Not recorded | 68fa70ea1e209131cea4dfab |
| Vanilla | 64.5 | Not recorded | 68fa70ea1e209131cea4dfab |
| VSGraph+ | 63.1 | Not recorded | 68fa70ea1e209131cea4dfab |
| CoTeach | 62.1 | Not recorded | 68fa70ea1e209131cea4dfab |
| Vanilla | 61.5 | Not recorded | 68fa70ea1e209131cea4dfab |

### CAPro

Top-1 Acc: 72. Result ID: 699161ec3a6c31484907c48c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Implementation](<https://github.com/yuleiqin/capro>)

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

### SCC

Top-1 Acc: 69.7. Result ID: 699161ec3a6c31484907c487.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68321e209131cea1ab02.md>)

[Implementation](<https://github.com/bigvideoresearch/SCC>)

Recorded evaluation configuration: {"Backbone":"ResNet-50D \[94\]"}. This record does not assert independent reproduction.

### Vanilla

Top-1 Acc: 68.8. Result ID: 699161ec3a6c31484907c486.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c4e0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50D \[94\]","Source":"\[22\]"}. This record does not assert independent reproduction.

### Vanilla

Top-1 Acc: 64.5. Result ID: 699161ec3a6c31484907c48b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c4e0.md>)

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

### VSGraph+

Top-1 Acc: 63.1. Result ID: 699161ec3a6c31484907c48a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c4e0.md>)

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

### CoTeach

Top-1 Acc: 62.1. Result ID: 699161ec3a6c31484907c489.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fe1e209131cea07aa4.md>)

[Implementation](<https://github.com/bhanML/Co-teaching>)

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

### Vanilla

Top-1 Acc: 61.5. Result ID: 699161ec3a6c31484907c488.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ea1e209131cea4dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c4e0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Source":"\[78\]"}. This record does not assert independent reproduction.

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