# Object Detection on ETDII (test)

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

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

Data updated: 2026-02-26T06:09:33.424Z

Evaluation of Object Detection performance on the test split of the ETDII dataset, reporting standard Average Precision (mAP) variants.

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) | ETDII (test) |
| Metric | mAP |
| Unit | PERCENT |
| 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-etdii-test.md?metric=mAP>): Higher is better; unit: PERCENT.

- [mAP@50](<https://www.sota2.com/research/sota/object-detection-on-etdii-test.md?metric=mAP%4050>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Cascade R-CNN | 29.8 | Not recorded | 68fa72d51e209131cea58cc3 |
| Cascade R-CNN | 29 | Not recorded | 68fa72d51e209131cea58cc3 |
| Faster R-CNN | 28.1 | Not recorded | 68fa72d51e209131cea58cc3 |
| Faster R-CNN | 27.8 | Not recorded | 68fa72d51e209131cea58cc3 |
| FCOS | 23.3 | Not recorded | 68fa72d51e209131cea58cc3 |
| FCOS | 22 | Not recorded | 68fa72d51e209131cea58cc3 |

### Cascade R-CNN

mAP: 29.8. Result ID: 699280013a6c3148490f606e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"SCAResNet-50","RFLA":true}. This record does not assert independent reproduction.

### Cascade R-CNN

mAP: 29. Result ID: 699280013a6c3148490f606b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","RFLA":true}. This record does not assert independent reproduction.

### Faster R-CNN

mAP: 28.1. Result ID: 699280013a6c3148490f606f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"SCAResNet-50","RFLA":true}. This record does not assert independent reproduction.

### Faster R-CNN

mAP: 27.8. Result ID: 699280013a6c3148490f606c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","RFLA":true}. This record does not assert independent reproduction.

### FCOS

mAP: 23.3. Result ID: 699280013a6c3148490f6070.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"SCAResNet-50","RFLA":true}. This record does not assert independent reproduction.

### FCOS

mAP: 22. Result ID: 699280013a6c3148490f606d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d51e209131cea58cc3.md>)

[Implementation](<https://github.com/LisavilaLee/SCAResNet_mmdet>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","RFLA":true}. This record does not assert independent reproduction.

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