# Image Classification on ImageNet 1K (test val) (Error Rate)

Source: [Image Classification on ImageNet 1K (test val) (Error Rate)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-test-val-error-rate>)

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

Data updated: 2026-02-26T06:07:18.251Z

Evaluation of Image Classification performance on the test/validation split of the ImageNet 1k dataset, reporting standard Top-1 and Top-5 error rates.

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 (test val) |
| Metric | Top-1 Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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 Error](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-test-val-error-rate.md?metric=Top-1%20Error>): Lower is better; unit: PERCENT.

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

## Recorded results

| Method | Top-1 Error | Result date | Report paper |
| --- | --- | --- | --- |
| Swin-B\* | 15.5 | Not recorded | 68fa6c3f1e209131cea3300c |
| EfficientNet-B7\* | 15.6 | Not recorded | 68fa6c3f1e209131cea3300c |
| Swin-B\* | 16.5 | Not recorded | 68fa6c3f1e209131cea3300c |
| PNASNet-5 | 17.1 | Not recorded | 68fa6c3f1e209131cea3300c |
| Harm-SE-RNX(64x4d) | 17.15 | Not recorded | 68fa6c3f1e209131cea3300c |
| AmoebaNet-A | 17.2 | Not recorded | 68fa6c3f1e209131cea3300c |
| SENet-154 | 17.28 | Not recorded | 68fa6c3f1e209131cea3300c |
| NASNet-A | 17.3 | Not recorded | 68fa6c3f1e209131cea3300c |
| Harm-SE-RNX(64x4d) | 18.37 | Not recorded | 68fa6c3f1e209131cea3300c |
| Harm-SE-RNX(32x4d) | 18.48 | Not recorded | 68fa6c3f1e209131cea3300c |
| SE-RNX(32x4d) | 18.49 | Not recorded | 68fa6c3f1e209131cea3300c |
| DualPathNet-131 | 18.55 | Not recorded | 68fa6c3f1e209131cea3300c |
| SENet-154 | 18.68 | Not recorded | 68fa6c3f1e209131cea3300c |
| PolyNet | 18.71 | Not recorded | 68fa6c3f1e209131cea3300c |
| RNX (64x4d) | 19.1 | Not recorded | 68fa6c3f1e209131cea3300c |
| Harm-SE-RNX(32x4d) | 19.39 | Not recorded | 68fa6c3f1e209131cea3300c |
| SE-RNX(32x4d) | 19.73 | Not recorded | 68fa6c3f1e209131cea3300c |
| DualPathNet-131 | 19.93 | Not recorded | 68fa6c3f1e209131cea3300c |
| RNX (64x4d) | 20.4 | Not recorded | 68fa6c3f1e209131cea3300c |

### Swin-B\*

Top-1 Error: 15.5. Result ID: 698efb293a6c314849f43ff2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

Recorded evaluation configuration: {"Param":"88M","FLOPS":"47.0B","Resolution":"384x384 crop"}. This record does not assert independent reproduction.

### EfficientNet-B7\*

Top-1 Error: 15.6. Result ID: 698efb293a6c314849f43ff0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Param":"66M","FLOPS":"37B","Resolution":"600x600 crop"}. This record does not assert independent reproduction.

### Swin-B\*

Top-1 Error: 16.5. Result ID: 698efb293a6c314849f43ff1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

Recorded evaluation configuration: {"Param":"88M","FLOPS":"15.4B","Resolution":"224x224"}. This record does not assert independent reproduction.

### PNASNet-5

Top-1 Error: 17.1. Result ID: 698efb293a6c314849f43fef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a262.md>)

[Implementation](<https://colab.research.google.com/github/google-research/google-research/blob/master/evolution/regularized_evolution_algorithm/regularized_evolution.ipynb>)

Recorded evaluation configuration: {"Param":"86.1M","FLOPS":"25.0B","Resolution":"331x331"}. This record does not assert independent reproduction.

### Harm-SE-RNX(64x4d)

Top-1 Error: 17.15. Result ID: 698efb293a6c314849f43fe7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Implementation](<https://github.com/matej-ulicny/harmonic-networks>)

Recorded evaluation configuration: {"Param":"88.2M","FLOPS":"31.4B","Resolution":"320x320"}. This record does not assert independent reproduction.

### AmoebaNet-A

Top-1 Error: 17.2. Result ID: 698efb293a6c314849f43fee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a262.md>)

[Implementation](<https://colab.research.google.com/github/google-research/google-research/blob/master/evolution/regularized_evolution_algorithm/regularized_evolution.ipynb>)

Recorded evaluation configuration: {"Param":"86.7M","FLOPS":"23.1B","Resolution":"331x331"}. This record does not assert independent reproduction.

### SENet-154

Top-1 Error: 17.28. Result ID: 698efb293a6c314849f43fec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"145.8M","FLOPS":"42.3B","Resolution":"320x320"}. This record does not assert independent reproduction.

### NASNet-A

Top-1 Error: 17.3. Result ID: 698efb293a6c314849f43fed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a262.md>)

[Implementation](<https://colab.research.google.com/github/google-research/google-research/blob/master/evolution/regularized_evolution_algorithm/regularized_evolution.ipynb>)

Recorded evaluation configuration: {"Param":"88.9M","FLOPS":"23.8B","Resolution":"331x331"}. This record does not assert independent reproduction.

### Harm-SE-RNX(64x4d)

Top-1 Error: 18.37. Result ID: 698efb293a6c314849f43fe6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Implementation](<https://github.com/matej-ulicny/harmonic-networks>)

Recorded evaluation configuration: {"Param":"88.2M","FLOPS":"15.4B","Resolution":"224x224"}. This record does not assert independent reproduction.

### Harm-SE-RNX(32x4d)

Top-1 Error: 18.48. Result ID: 698efb293a6c314849f43fe5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Implementation](<https://github.com/matej-ulicny/harmonic-networks>)

Recorded evaluation configuration: {"Param":"49.0M","FLOPS":"16.5B","Resolution":"320x320"}. This record does not assert independent reproduction.

### SE-RNX(32x4d)

Top-1 Error: 18.49. Result ID: 698efb293a6c314849f43fe3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"49.0M","FLOPS":"16.3B","Resolution":"320x320"}. This record does not assert independent reproduction.

### DualPathNet-131

Top-1 Error: 18.55. Result ID: 698efb293a6c314849f43fea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"79.5M","FLOPS":"32.0B","Resolution":"320x320"}. This record does not assert independent reproduction.

### SENet-154

Top-1 Error: 18.68. Result ID: 698efb293a6c314849f43feb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"145.8M","FLOPS":"20.7B","Resolution":"224x224"}. This record does not assert independent reproduction.

### PolyNet

Top-1 Error: 18.71. Result ID: 698efb293a6c314849f43fe8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"92M","FLOPS":"34.7B","Resolution":"331x331"}. This record does not assert independent reproduction.

### RNX (64x4d)

Top-1 Error: 19.1. Result ID: 698efb293a6c314849f43fe1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fdfe2.md>)

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

Recorded evaluation configuration: {"Param":"83.6M","FLOPS":"31.5B","Resolution":"320x320"}. This record does not assert independent reproduction.

### Harm-SE-RNX(32x4d)

Top-1 Error: 19.39. Result ID: 698efb293a6c314849f43fe4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Implementation](<https://github.com/matej-ulicny/harmonic-networks>)

Recorded evaluation configuration: {"Param":"49.0M","FLOPS":"8.1B","Resolution":"224x224"}. This record does not assert independent reproduction.

### SE-RNX(32x4d)

Top-1 Error: 19.73. Result ID: 698efb293a6c314849f43fe2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"49.0M","FLOPS":"8.0B","Resolution":"224x224"}. This record does not assert independent reproduction.

### DualPathNet-131

Top-1 Error: 19.93. Result ID: 698efb293a6c314849f43fe9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0f9.md>)

[Implementation](<https://github.com/hujie-frank/SENet>)

Recorded evaluation configuration: {"Param":"79.5M","FLOPS":"16.0B","Resolution":"224x224"}. This record does not assert independent reproduction.

### RNX (64x4d)

Top-1 Error: 20.4. Result ID: 698efb293a6c314849f43fe0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea3300c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fdfe2.md>)

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

Recorded evaluation configuration: {"Param":"83.6M","FLOPS":"15.5B","Resolution":"224x224"}. This record does not assert independent reproduction.

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