# Object Localization on ImageNet-9 (test)

Source: [Object Localization on ImageNet-9 (test)](<https://www.sota2.com/research/sota/object-localization-on-imagenet-9-test>)

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

Data updated: 2026-02-26T05:51:38.136Z

Evaluation of Object Localization performance on the test split of the ImageNet-9 dataset, reporting metrics such as Mask mIoU.

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 | Object Localization |
| Dataset (including any stated split) | ImageNet-9 (test) |
| Metric | Mask mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Mask mIoU](<https://www.sota2.com/research/sota/object-localization-on-imagenet-9-test.md?metric=Mask%20mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mask mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| ContraCAM | 42.7 | Not recorded | 68fa6b171e209131cea2c105 |
| ReDO | 41.6 | Not recorded | 68fa6b171e209131cea2c105 |
| ContraCAM w/o negative signal removal | 36.1 | Not recorded | 68fa6b171e209131cea2c105 |

### ContraCAM

Mask mIoU: 42.7. Result ID: 698e5716ffc3901de09cc109.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"negative signal removal":true}. This record does not assert independent reproduction.

### ReDO

Mask mIoU: 41.6. Result ID: 698e5716ffc3901de09cc107.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b11e209131cea11d78.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ContraCAM w/o negative signal removal

Mask mIoU: 36.1. Result ID: 698e5716ffc3901de09cc108.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"negative signal removal":false}. This record does not assert independent reproduction.

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