# Longitudinal Temporal Diagnosis on 3D-RAD

Source: [Longitudinal Temporal Diagnosis on 3D-RAD](<https://www.sota2.com/research/sota/longitudinal-temporal-diagnosis-on-3d-rad>)

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

Data updated: 2026-03-27T12:51:52.277Z

Evaluation of model performance on the 3D-RAD dataset focusing on longitudinal temporal diagnosis capabilities, measured using metrics such as Accuracy.

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 | Longitudinal Temporal Diagnosis |
| 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/longitudinal-temporal-diagnosis-on-3d-rad.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Photon | 77.01 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 74.78 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 74.77 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| RadFM | 42.99 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 24.31 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| OmniV | 24.23 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 24.17 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Lingshu | 12.13 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Qwen2.5-VL | 0.29 | Not recorded | 69c60efd0636e5bf4afc84c6 |

### Photon

Accuracy: 77.01. Result ID: 69c67d5847f34ce924b06da6.

[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-L2

Accuracy: 74.78. Result ID: 69c67d5847f34ce924b06da4.

[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-P3

Accuracy: 74.77. Result ID: 69c67d5847f34ce924b06da5.

[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.

### RadFM

Accuracy: 42.99. Result ID: 69c67d5847f34ce924b06d9f.

[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

Accuracy: 24.31. Result ID: 69c67d5847f34ce924b06da1.

[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

Accuracy: 24.23. Result ID: 69c67d5847f34ce924b06da2.

[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.

### M3D-L2

Accuracy: 24.17. Result ID: 69c67d5847f34ce924b06da0.

[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.

### Lingshu

Accuracy: 12.13. Result ID: 69c67d5847f34ce924b06da3.

[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

Accuracy: 0.29. Result ID: 69c67d5847f34ce924b06d9e.

[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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