# Object Detection on AWIR 20% (test)

Source: [Object Detection on AWIR 20% (test)](<https://www.sota2.com/research/sota/object-detection-on-awir-20-percent-test>)

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

Data updated: 2026-04-07T08:36:06.838Z

Evaluation of Object Detection performance on the AWIR 20% test split, reporting metrics such as mAP50, Precision, Recall, and F1 score.

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) | AWIR 20% (test) |
| Metric | mAP50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [mAP50](<https://www.sota2.com/research/sota/object-detection-on-awir-20-percent-test.md?metric=mAP50>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/object-detection-on-awir-20-percent-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/object-detection-on-awir-20-percent-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/object-detection-on-awir-20-percent-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 | Result date | Report paper |
| --- | --- | --- | --- |
| MATL | 69 | Not recorded | 69d48f727d0172140ec7420d |
| DTL | 67 | Not recorded | 69d48f727d0172140ec7420d |
| MATL | 67 | Not recorded | 69d48f727d0172140ec7420d |
| MATL | 66 | Not recorded | 69d48f727d0172140ec7420d |
| DTL | 63 | Not recorded | 69d48f727d0172140ec7420d |
| DTL | 63 | Not recorded | 69d48f727d0172140ec7420d |
| Base | 62 | Not recorded | 69d48f727d0172140ec7420d |

### MATL

mAP50: 69. Result ID: 69d4c18247f34ce924bc917b.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"Spatial Mask Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### DTL

mAP50: 67. Result ID: 69d4c18247f34ce924bc917e.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"Additive Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### MATL

mAP50: 67. Result ID: 69d4c18247f34ce924bc917f.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"Additive Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### MATL

mAP50: 66. Result ID: 69d4c18247f34ce924bc917d.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"FiLM Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### DTL

mAP50: 63. Result ID: 69d4c18247f34ce924bc917a.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"Spatial Mask Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### DTL

mAP50: 63. Result ID: 69d4c18247f34ce924bc917c.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Fusion Strategy":"FiLM Fusion","Backbone":"ResNet-50","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### Base

mAP50: 62. Result ID: 69d4c18247f34ce924bc9179.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f727d0172140ec7420d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Detector":"Faster R-CNN","Feature Pyramid Network":"FPN"}. This record does not assert independent reproduction.

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