# Object Detection on CO114 (test)

Source: [Object Detection on CO114 (test)](<https://www.sota2.com/research/sota/object-detection-on-co114-test>)

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

Data updated: 2026-02-26T06:09:27.958Z

Evaluation of Object Detection performance on the test split of the CO114 dataset, measured using mAP.

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 Detection |
| Dataset (including any stated split) | CO114 (test) |
| Metric | mAP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-co114-test.md?metric=mAP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| DNN | 0.2376 | Not recorded | 68fa6da91e209131cea3b42c |
| SPAM (Linear, Order 3) | 0.2368 | Not recorded | 68fa6da91e209131cea3b42c |
| SPAM (Linear, Order 2) | 0.2361 | Not recorded | 68fa6da91e209131cea3b42c |
| Linear (Order 2) | 0.219 | Not recorded | 68fa6da91e209131cea3b42c |
| NAM | 0.2056 | Not recorded | 68fa6da91e209131cea3b42c |
| Linear (Order 1) | 0.1917 | Not recorded | 68fa6da91e209131cea3b42c |

### DNN

mAP: 0.2376. Result ID: 698fcf853a6c314849fc0877.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

Recorded evaluation configuration: {"Model Architecture":"Neural"}. This record does not assert independent reproduction.

### SPAM (Linear, Order 3)

mAP: 0.2368. Result ID: 698fcf853a6c314849fc0879.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

[Implementation](<https://www.sota2.com/github.com/facebookresearch/nbm-spam>)

Recorded evaluation configuration: {"Interaction Order":3,"Model Architecture":"Linear"}. This record does not assert independent reproduction.

### SPAM (Linear, Order 2)

mAP: 0.2361. Result ID: 698fcf853a6c314849fc0878.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

[Implementation](<https://www.sota2.com/github.com/facebookresearch/nbm-spam>)

Recorded evaluation configuration: {"Interaction Order":2,"Model Architecture":"Linear"}. This record does not assert independent reproduction.

### Linear (Order 2)

mAP: 0.219. Result ID: 698fcf853a6c314849fc0875.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

Recorded evaluation configuration: {"Interaction Order":2,"Model Architecture":"Linear"}. This record does not assert independent reproduction.

### NAM

mAP: 0.2056. Result ID: 698fcf853a6c314849fc0876.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c126.md>)

Recorded evaluation configuration: {"Interaction Order":1,"Model Architecture":"Neural"}. This record does not assert independent reproduction.

### Linear (Order 1)

mAP: 0.1917. Result ID: 698fcf853a6c314849fc0874.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b42c.md>)

Recorded evaluation configuration: {"Interaction Order":1,"Model Architecture":"Linear"}. This record does not assert independent reproduction.

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