# Image Classification on ImageNet-1k 64x64 downscaled (val)

Source: [Image Classification on ImageNet-1k 64x64 downscaled (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-64x64-downscaled-val>)

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

Data updated: 2026-02-26T06:06:57.939Z

Evaluation of Image Classification performance on the 64x64 downscaled 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 64x64 downscaled (val) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-1k-64x64-downscaled-val.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-64x64-downscaled-val.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| WaveMix-256/7 | 56.66 | Not recorded | 68fa6bf11e209131cea310ce |
| ResNet-101 | 56.05 | Not recorded | 68fa6bf11e209131cea310ce |
| ResNet-50 | 55.66 | Not recorded | 68fa6bf11e209131cea310ce |
| ResNet-34 | 55.04 | Not recorded | 68fa6bf11e209131cea310ce |
| ResNet-18 | 50.67 | Not recorded | 68fa6bf11e209131cea310ce |

### WaveMix-256/7

Top-1 Accuracy: 56.66. Result ID: 698eaa98ffc3901de09f9aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Implementation](<https://github.com/pranavphoenix/WaveMix>)

Recorded evaluation configuration: {"GPU(GB)":"9.0","Max Batch Size":"112","Batch Size":"64","Image Size":"64x64","GPU Memory Capacity":"16 GB"}. This record does not assert independent reproduction.

### ResNet-101

Top-1 Accuracy: 56.05. Result ID: 698eaa98ffc3901de09f9aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"GPU(GB)":"15.1","Max Batch Size":"64","Batch Size":"64","Image Size":"64x64","GPU Memory Capacity":"16 GB"}. This record does not assert independent reproduction.

### ResNet-50

Top-1 Accuracy: 55.66. Result ID: 698eaa98ffc3901de09f9aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"GPU(GB)":"11.3","Max Batch Size":"96","Batch Size":"64","Image Size":"64x64","GPU Memory Capacity":"16 GB"}. This record does not assert independent reproduction.

### ResNet-34

Top-1 Accuracy: 55.04. Result ID: 698eaa98ffc3901de09f9ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"GPU(GB)":"3.5","Max Batch Size":"288","Batch Size":"64","Image Size":"64x64","GPU Memory Capacity":"16 GB"}. This record does not assert independent reproduction.

### ResNet-18

Top-1 Accuracy: 50.67. Result ID: 698eaa98ffc3901de09f9ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"GPU(GB)":"2.6","Max Batch Size":"384","Batch Size":"64","Image Size":"64x64","GPU Memory Capacity":"16 GB"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
