# Image Classification on COCO-on-Places Seen, but Non-Spurious Backgrounds

Source: [Image Classification on COCO-on-Places Seen, but Non-Spurious Backgrounds](<https://www.sota2.com/research/sota/image-classification-on-coco-on-places-seen-but-non-spurious-backgrounds>)

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

Data updated: 2026-02-26T05:29:37.417Z

Evaluation of Image Classification performance using the COCO dataset variant specifically designed with seen, non-spurious backgrounds, measured using 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 | Image Classification |
| Dataset (including any stated split) | COCO-on-Places Seen, but Non-Spurious Backgrounds |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-coco-on-places-seen-but-non-spurious-backgrounds.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PGI | 43.6 | Not recorded | 68fa72d81e209131cea58ddd |
| OccamResNet | 43.4 | Not recorded | 68fa72d81e209131cea58ddd |
| PGI | 42.7 | Not recorded | 68fa72d81e209131cea58ddd |
| ERM | 35.6 | Not recorded | 68fa72d81e209131cea58ddd |

### PGI

Accuracy: 43.6. Result ID: 69929c833a6c314849102332.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Implementation](<https://github.com/erobic/occam-nets-v1>)

Recorded evaluation configuration: {"Architecture":"OccamResNet-18"}. This record does not assert independent reproduction.

### OccamResNet

Accuracy: 43.4. Result ID: 69929c833a6c314849102331.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Implementation](<https://github.com/erobic/occam-nets-v1>)

Recorded evaluation configuration: {"Architecture":"OccamResNet-18"}. This record does not assert independent reproduction.

### PGI

Accuracy: 42.7. Result ID: 69929c833a6c314849102330.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

[Implementation](<https://github.com/erobic/occam-nets-v1>)

Recorded evaluation configuration: {"Architecture":"Standard ResNet-18"}. This record does not assert independent reproduction.

### ERM

Accuracy: 35.6. Result ID: 69929c833a6c31484910232f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d81e209131cea58ddd.md>)

Recorded evaluation configuration: {"Architecture":"Standard ResNet-18"}. This record does not assert independent reproduction.

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