# Object Detection on Physical Domain Strong Light

Source: [Object Detection on Physical Domain Strong Light](<https://www.sota2.com/research/sota/object-detection-on-physical-domain-strong-light>)

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

Data updated: 2026-03-30T07:09:29.809Z

Evaluation of Object Detection performance on the Physical Domain Strong Light dataset, reporting metrics such as AP@0.5.

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) | Physical Domain Strong Light |
| Metric | AP@0.5 |
| 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

- [AP@0.5](<https://www.sota2.com/research/sota/object-detection-on-physical-domain-strong-light.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| ORI | 90.91 | Not recorded | 69ca03580636e5bf4afc9198 |
| DTA | 78.72 | Not recorded | 69ca03580636e5bf4afc9198 |
| GCAC | 63.54 | Not recorded | 69ca03580636e5bf4afc9198 |
| GRAC | 61.44 | Not recorded | 69ca03580636e5bf4afc9198 |
| RAUCA-E2E | 36.11 | Not recorded | 69ca03580636e5bf4afc9198 |
| ACTIVE | 34.66 | Not recorded | 69ca03580636e5bf4afc9198 |
| R-PGA | 30.34 | Not recorded | 69ca03580636e5bf4afc9198 |

### ORI

AP@0.5: 90.91. Result ID: 69ca20cc47f34ce924b246c9.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### DTA

AP@0.5: 78.72. Result ID: 69ca20cc47f34ce924b246ca.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb6.md>)

[Implementation](<https://islab-ai.github.io/dta-cvpr2022/>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### GCAC

AP@0.5: 63.54. Result ID: 69ca20cc47f34ce924b246cc.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6e1e209131cea832ab.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### GRAC

AP@0.5: 61.44. Result ID: 69ca20cc47f34ce924b246cd.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### RAUCA-E2E

AP@0.5: 36.11. Result ID: 69ca20cc47f34ce924b246ce.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b21e209131cea69618.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### ACTIVE

AP@0.5: 34.66. Result ID: 69ca20cc47f34ce924b246cb.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a9b7.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

### R-PGA

AP@0.5: 30.34. Result ID: 69ca20cc47f34ce924b246cf.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03580636e5bf4afc9198.md>)

Recorded evaluation configuration: {"Victim Detector":"YOLO-V3"}. This record does not assert independent reproduction.

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