# Image Classification on ImageNet-1K Block Mask 112

Source: [Image Classification on ImageNet-1K Block Mask 112](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-block-mask-112>)

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

Data updated: 2026-06-01T08:37:25.708Z

Evaluation of Image Classification performance on the ImageNet-1K dataset variant specified by the 'Block Mask 112' configuration, reporting Top-1 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 Block Mask 112 |
| 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-block-mask-112.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PRISM | 78.9 | Not recorded | 6a1d11e3dbd7150506f83dfc |
| BiXT-Ti/16 | 77.2 | Not recorded | 6a1d11e3dbd7150506f83dfc |
| BiFormer-T | 77.2 | Not recorded | 6a1d11e3dbd7150506f83dfc |
| XCiT-T24 | 76.5 | Not recorded | 6a1d11e3dbd7150506f83dfc |
| PVTv2-B1 | 74.6 | Not recorded | 6a1d11e3dbd7150506f83dfc |

### PRISM

Top-1 Accuracy: 78.9. Result ID: 6a1d44b3fbc373592c167d5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

Recorded evaluation configuration: {"Params":"11M","FLOPs":"2.2G"}. This record does not assert independent reproduction.

### BiXT-Ti/16

Top-1 Accuracy: 77.2. Result ID: 6a1d44b3fbc373592c167d58.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683b8.md>)

[Implementation](<https://github.com/mrkshllr/BiXT>)

Recorded evaluation configuration: {"Params":"15M","FLOPs":"1.7G"}. This record does not assert independent reproduction.

### BiFormer-T

Top-1 Accuracy: 77.2. Result ID: 6a1d44b3fbc373592c167d59.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec41e209131cea41e5d.md>)

[Implementation](<https://github.com/rayleizhu/BiFormer>)

Recorded evaluation configuration: {"Params":"13M","FLOPs":"2.2G"}. This record does not assert independent reproduction.

### XCiT-T24

Top-1 Accuracy: 76.5. Result ID: 6a1d44b3fbc373592c167d57.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3f1e209131cea26fc7.md>)

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

Recorded evaluation configuration: {"Params":"12M","FLOPs":"2.3G"}. This record does not assert independent reproduction.

### PVTv2-B1

Top-1 Accuracy: 74.6. Result ID: 6a1d44b3fbc373592c167d56.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e3dbd7150506f83dfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b6a.md>)

[Implementation](<https://github.com/whai362/PVT>)

Recorded evaluation configuration: {"Params":"13M","FLOPs":"2.1G"}. This record does not assert independent reproduction.

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