# Image Classification on ImageNet 1k (Custom Metrics: equal, in, voc-prior)

Source: [Image Classification on ImageNet 1k (Custom Metrics: equal, in, voc-prior)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-custom-metrics-equal-in-voc-prior>)

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

Data updated: 2026-02-27T07:50:24.449Z

Evaluation of Image Classification performance on the ImageNet-1k dataset, reporting custom metrics including 'equal', 'in', and 'voc-prior'.

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 |
| Metric | VOC Prior |
| 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

- [VOC Prior](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-custom-metrics-equal-in-voc-prior.md?metric=VOC%20Prior>): Higher is better; unit: PERCENT.

- [Equal](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-custom-metrics-equal-in-voc-prior.md?metric=Equal>): Higher is better; unit: PERCENT.

- [In](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-custom-metrics-equal-in-voc-prior.md?metric=In>): Higher is better; unit: PERCENT.

## Recorded results

| Method | VOC Prior | Result date | Report paper |
| --- | --- | --- | --- |
| GIT | 80.95 | Not recorded | 68fa6e401e209131cea3eb23 |
| Flamingo | 77.3 | Not recorded | 68fa6e401e209131cea3eb23 |
| GIT | 72.45 | Not recorded | 68fa6e401e209131cea3eb23 |
| Flamingo | 71.7 | Not recorded | 68fa6e401e209131cea3eb23 |
| GIT | 33.48 | Not recorded | 68fa6e401e209131cea3eb23 |

### GIT

VOC Prior: 80.95. Result ID: 69a14cb635dfcabb00e61725.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction.

### Flamingo

VOC Prior: 77.3. Result ID: 69a14cb635dfcabb00e61722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction.

### GIT

VOC Prior: 72.45. Result ID: 69a14cb635dfcabb00e61724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction.

### Flamingo

VOC Prior: 71.7. Result ID: 69a14cb635dfcabb00e61721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction.

### GIT

VOC Prior: 33.48. Result ID: 69a14cb635dfcabb00e61723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e401e209131cea3eb23.md>)

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

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