# Medical Measurement on 3D-RAD

Source: [Medical Measurement on 3D-RAD](<https://www.sota2.com/research/sota/medical-measurement-on-3d-rad>)

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

Data updated: 2026-03-27T12:51:52.311Z

Evaluation of model performance on the 3D-RAD dataset for Medical Measurement tasks, assessed using text generation metrics such as BLEU, ROUGE, and BERT 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 | Medical Measurement |
| Dataset (including any stated split) | 3D-RAD |
| Metric | BLEU |
| Unit | SCALAR |
| 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

- [BLEU](<https://www.sota2.com/research/sota/medical-measurement-on-3d-rad.md?metric=BLEU>): Higher is better; unit: SCALAR.

- [ROUGE](<https://www.sota2.com/research/sota/medical-measurement-on-3d-rad.md?metric=ROUGE>): Higher is better; unit: SCALAR.

- [BERT Score](<https://www.sota2.com/research/sota/medical-measurement-on-3d-rad.md?metric=BERT%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Photon | 37.74 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 33.52 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 30.54 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 15.95 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| RadFM | 3.34 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 2.55 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| OmniV | 2.52 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Lingshu | 2.5 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Qwen2.5-VL | 1.78 | Not recorded | 69c60efd0636e5bf4afc84c6 |

### Photon

BLEU: 37.74. Result ID: 69c67d5847f34ce924b06daf.

[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

BLEU: 33.52. Result ID: 69c67d5847f34ce924b06dae.

[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

BLEU: 30.54. Result ID: 69c67d5847f34ce924b06dad.

[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.

### M3D-L2

BLEU: 15.95. Result ID: 69c67d5847f34ce924b06da9.

[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.

### RadFM

BLEU: 3.34. Result ID: 69c67d5847f34ce924b06da8.

[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.

### M3D-P3

BLEU: 2.55. Result ID: 69c67d5847f34ce924b06daa.

[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.

### OmniV

BLEU: 2.52. Result ID: 69c67d5847f34ce924b06dab.

[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.

### Lingshu

BLEU: 2.5. Result ID: 69c67d5847f34ce924b06dac.

[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.

### Qwen2.5-VL

BLEU: 1.78. Result ID: 69c67d5847f34ce924b06da7.

[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.

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