# Existence Detection on 3D-RAD

Source: [Existence Detection on 3D-RAD](<https://www.sota2.com/research/sota/existence-detection-on-3d-rad>)

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

Data updated: 2026-03-27T12:51:52.220Z

Evaluation of Existence Detection performance on the 3D-RAD dataset, reporting Accuracy scores.

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 | Existence Detection |
| Dataset (including any stated split) | 3D-RAD |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/existence-detection-on-3d-rad.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Photon | 83.07 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 82.43 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 81.09 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Lingshu | 59.6 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 40.25 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| RadFM | 29.2 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| OmniV | 28.66 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Qwen2.5-VL | 19.52 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 18 | Not recorded | 69c60efd0636e5bf4afc84c6 |

### Photon

Accuracy: 83.07. Result ID: 69c67d5847f34ce924b06d94.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Number of Parameters":"3B"}. This record does not assert independent reproduction.

### M3D-P3

Accuracy: 82.43. Result ID: 69c67d5847f34ce924b06d93.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea58507.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Number of Parameters":"4B"}. This record does not assert independent reproduction.

### M3D-L2

Accuracy: 81.09. Result ID: 69c67d5847f34ce924b06d92.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea58507.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### Lingshu

Accuracy: 59.6. Result ID: 69c67d5847f34ce924b06d91.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795a1e209131cea7d387.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### M3D-P3

Accuracy: 40.25. Result ID: 69c67d5847f34ce924b06d8f.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea58507.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"4B"}. This record does not assert independent reproduction.

### RadFM

Accuracy: 29.2. Result ID: 69c67d5847f34ce924b06d8d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea5023d.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"13B"}. This record does not assert independent reproduction.

### OmniV

Accuracy: 28.66. Result ID: 69c67d5847f34ce924b06d90.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78191e209131cea76c2f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"1.5B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Accuracy: 19.52. Result ID: 69c67d5847f34ce924b06d8c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"3B"}. This record does not assert independent reproduction.

### M3D-L2

Accuracy: 18. Result ID: 69c67d5847f34ce924b06d8e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60efd0636e5bf4afc84c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea58507.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Number of Parameters":"7B"}. This record does not assert independent reproduction.

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