# Object Detection on detect-waste

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

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

Data updated: 2026-02-26T06:09:48.690Z

Evaluation of Object Detection performance on the detect-waste dataset, reporting standard COCO-style AP metrics (mAP@.50:.95, mAP@.50, mAP@.75, APs, APm, APl).

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) | detect-waste |
| Metric | mAP (0.50:0.95) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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 (0.50:0.95)](<https://www.sota2.com/research/sota/object-detection-on-detect-waste.md?metric=mAP%20(0.50%3A0.95)>): Higher is better; unit: PERCENT.

- [mAP@0.50](<https://www.sota2.com/research/sota/object-detection-on-detect-waste.md?metric=mAP%400.50>): Higher is better; unit: PERCENT.

- [mAP@0.75](<https://www.sota2.com/research/sota/object-detection-on-detect-waste.md?metric=mAP%400.75>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | mAP (0.50:0.95) | Result date | Report paper |
| --- | --- | --- | --- |
| EfficientDet-D2 | 45.8 | Not recorded | 68fa70201e209131cea493af |

### EfficientDet-D2

mAP (0.50:0.95): 45.8. Result ID: 69911ff93a6c31484905e020.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70201e209131cea493af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70201e209131cea493af.md>)

[Implementation](<https://github.com/wimlds-trojmiasto/detect-waste>)

Recorded evaluation configuration: {"Classes":1}. This record does not assert independent reproduction.

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