# Zero-shot Learning on ImageNet 21K 2011 (full)

Source: [Zero-shot Learning on ImageNet 21K 2011 (full)](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full>)

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

Data updated: 2026-02-26T05:46:27.334Z

Evaluation of Zero-shot Learning performance on the full ImageNet 21K 2011 dataset, measured using hierarchical precision metrics.

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 | Zero-shot Learning |
| Dataset (including any stated split) | ImageNet 21K 2011 (full) |
| Metric | Hierarchical Precision@1 |
| 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

- [Hierarchical Precision@1](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full.md?metric=Hierarchical%20Precision%401>): Higher is better; unit: PERCENT.

- [Hierarchical Precision@2](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full.md?metric=Hierarchical%20Precision%402>): Higher is better; unit: PERCENT.

- [Hierarchical Precision@5](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full.md?metric=Hierarchical%20Precision%405>): Higher is better; unit: PERCENT.

- [Hierarchical Precision@10](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full.md?metric=Hierarchical%20Precision%4010>): Higher is better; unit: PERCENT.

- [Hierarchical Precision@20](<https://www.sota2.com/research/sota/zero-shot-learning-on-imagenet-21k-2011-full.md?metric=Hierarchical%20Precision%4020>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hierarchical Precision@1 | Result date | Report paper |
| --- | --- | --- | --- |
| ConSE(10) | 1.4 | Not recorded | 68fa632f1e209131ce9fd1fb |
| DeViSE | 0.8 | Not recorded | 68fa632f1e209131ce9fd1fb |
| DeViSE | 0.3 | Not recorded | 68fa632f1e209131ce9fd1fb |
| ConSE(10) | 0.2 | Not recorded | 68fa632f1e209131ce9fd1fb |
| Softmax baseline | 0 | Not recorded | 68fa632f1e209131ce9fd1fb |

### ConSE(10)

Hierarchical Precision@1: 1.4. Result ID: 698bea25ecace47ef55a1a6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Test Label Set":"ImageNet 2011 21K"}. This record does not assert independent reproduction.

### DeViSE

Hierarchical Precision@1: 0.8. Result ID: 698bea25ecace47ef55a1a6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Test Label Set":"ImageNet 2011 21K"}. This record does not assert independent reproduction.

### DeViSE

Hierarchical Precision@1: 0.3. Result ID: 698bea25ecace47ef55a1a6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Test Label Set":"ImageNet 2011 21K (+1K)"}. This record does not assert independent reproduction.

### ConSE(10)

Hierarchical Precision@1: 0.2. Result ID: 698bea25ecace47ef55a1a70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Test Label Set":"ImageNet 2011 21K (+1K)"}. This record does not assert independent reproduction.

### Softmax baseline

Hierarchical Precision@1: 0. Result ID: 698bea25ecace47ef55a1a6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Test Label Set":"ImageNet 2011 21K (+1K)"}. This record does not assert independent reproduction.

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