# Recognition on N-ImageNet-1K

Source: [Recognition on N-ImageNet-1K](<https://www.sota2.com/research/sota/recognition-on-n-imagenet-1k>)

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

Data updated: 2026-02-26T06:07:03.249Z

Evaluation of image recognition performance on the N-ImageNet-1K dataset, 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 | Recognition |
| Dataset (including any stated split) | N-ImageNet-1K |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/recognition-on-n-imagenet-1k.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Ours w/ PointBind | 24.48 | Not recorded | 68fa72901e209131cea57180 |
| PointBind (+Event) | 23.69 | Not recorded | 68fa72901e209131cea57180 |
| Ours w/ PointBind | 13.85 | Not recorded | 68fa72901e209131cea57180 |
| PointBind (+Event) | 10.79 | Not recorded | 68fa72901e209131cea57180 |

### Ours w/ PointBind

Top-1 Accuracy: 24.48. Result ID: 69925c663a6c3148490e6e8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Implementation](<https://vlislab22.github.io/UniBind/>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### PointBind (+Event)

Top-1 Accuracy: 23.69. Result ID: 69925c663a6c3148490e6e8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70751e209131cea4b267.md>)

[Implementation](<https://github.com/ZiyuGuo99/Point-Bind_Point-LLM>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### Ours w/ PointBind

Top-1 Accuracy: 13.85. Result ID: 69925c663a6c3148490e6e90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Implementation](<https://vlislab22.github.io/UniBind/>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### PointBind (+Event)

Top-1 Accuracy: 10.79. Result ID: 69925c663a6c3148490e6e8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea57180.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70751e209131cea4b267.md>)

[Implementation](<https://github.com/ZiyuGuo99/Point-Bind_Point-LLM>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

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