# Image Classification on ImageNet 1k (val) (VOC-style Accuracy Metrics)

Source: [Image Classification on ImageNet 1k (val) (VOC-style Accuracy Metrics)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-voc-style-accuracy-metrics>)

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

Data updated: 2026-02-26T05:34:34.196Z

Evaluation of Image Classification performance on the ImageNet 1k validation set, focusing specifically on accuracy metrics derived from VOC evaluation standards (equal, in, 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 (val) |
| Metric | Accuracy (voc-prior) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 0 of 0 |
| 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

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

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

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

## Recorded results

| Method | Accuracy (voc-prior) | Result date | Report paper |
| --- | --- | --- | --- |

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