# Image Classification on ImageNet 1K (val) (Top-1, Top-5)

Source: [Image Classification on ImageNet 1K (val) (Top-1, Top-5)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-top-5>)

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

Data updated: 2026-02-26T06:06:41.031Z

Evaluation of Image Classification performance on the validation split of ImageNet 1K, reporting 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 1K (val) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-1k-val-top-1-top-5.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

- [Top-5 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-top-5.md?metric=Top-5%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| Teacher (ResNet50) | 76.16 | Not recorded | 68fa6f221e209131cea43ef5 |
| ReviewKD | 72.56 | Not recorded | 68fa6f221e209131cea43ef5 |
| CAT-KD | 72.24 | Not recorded | 68fa6f221e209131cea43ef5 |
| DKD | 72.05 | Not recorded | 68fa6f221e209131cea43ef5 |
| CRD | 71.37 | Not recorded | 68fa6f221e209131cea43ef5 |
| OFD | 71.25 | Not recorded | 68fa6f221e209131cea43ef5 |
| AT | 69.56 | Not recorded | 68fa6f221e209131cea43ef5 |
| Student (MobileNet) | 68.87 | Not recorded | 68fa6f221e209131cea43ef5 |
| KD | 68.58 | Not recorded | 68fa6f221e209131cea43ef5 |

### Teacher (ResNet50)

Top-1 Acc: 76.16. Result ID: 699097143a6c31484901ad19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

Recorded evaluation configuration: {"Role":"Teacher","Backbone":"ResNet50"}. This record does not assert independent reproduction.

### ReviewKD

Top-1 Acc: 72.56. Result ID: 699097143a6c31484901ad1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cf1e209131cea24456.md>)

[Implementation](<https://github.com/Jia-Research-Lab/ReviewKD>)

Recorded evaluation configuration: {"Distillation Category":"Features","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### CAT-KD

Top-1 Acc: 72.24. Result ID: 699097143a6c31484901ad21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Implementation](<https://github.com/GzyAftermath/CAT-KD>)

Recorded evaluation configuration: {"Distillation Category":"Attention","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### DKD

Top-1 Acc: 72.05. Result ID: 699097143a6c31484901ad1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d011e209131cea373d3.md>)

Recorded evaluation configuration: {"Distillation Category":"Logits","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### CRD

Top-1 Acc: 71.37. Result ID: 699097143a6c31484901ad1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9f1e209131cea2f601.md>)

[Implementation](<http://github.com/HobbitLong/RepDistiller>)

Recorded evaluation configuration: {"Distillation Category":"Features","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### OFD

Top-1 Acc: 71.25. Result ID: 699097143a6c31484901ad1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec0d.md>)

[Implementation](<https://www.sota2.com/bhheo.github.io/overhaul>)

Recorded evaluation configuration: {"Distillation Category":"Features","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### AT

Top-1 Acc: 69.56. Result ID: 699097143a6c31484901ad20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631f1e209131ce9fd01c.md>)

[Implementation](<https://github.com/szagoruyko/attention-transfer>)

Recorded evaluation configuration: {"Distillation Category":"Attention","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

### Student (MobileNet)

Top-1 Acc: 68.87. Result ID: 699097143a6c31484901ad1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

Recorded evaluation configuration: {"Role":"Student","Backbone":"MobileNet"}. This record does not assert independent reproduction.

### KD

Top-1 Acc: 68.58. Result ID: 699097143a6c31484901ad1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f221e209131cea43ef5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b81e209131ce9f5b87.md>)

Recorded evaluation configuration: {"Distillation Category":"Logits","Teacher":"ResNet50","Student":"MobileNet"}. This record does not assert independent reproduction.

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