# Medical Visual Question Answering on DeepTumorVQA

Source: [Medical Visual Question Answering on DeepTumorVQA](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-deeptumorvqa>)

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

Data updated: 2026-03-27T12:51:52.184Z

Evaluation of model performance on medical visual question answering capabilities using the DeepTumorVQA dataset.

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 Visual Question Answering |
| Dataset (including any stated split) | DeepTumorVQA |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Average Score](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-deeptumorvqa.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-deeptumorvqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [MRA Score](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-deeptumorvqa.md?metric=MRA%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| Photon | 68.6 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| RadFM | 66.2 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 63.2 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| CT-CHAT | 62.8 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 62.6 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Photon | 61.9 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| RadFM | 55.5 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| CT-CHAT | 49.7 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-P3 | 49.3 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| M3D-L2 | 48.9 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Merlin | 47.8 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Merlin | 44 | Not recorded | 69c60efd0636e5bf4afc84c6 |
| Rand | 36.9 | Not recorded | 69c60efd0636e5bf4afc84c6 |

### Photon

Average Score: 68.6. Result ID: 69c67d5847f34ce924b06d8a.

[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 Mode":"Multi-choice","Model Parameters":"3B"}. This record does not assert independent reproduction.

### RadFM

Average Score: 66.2. Result ID: 69c67d5847f34ce924b06d88.

[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 Mode":"Multi-choice","Model Parameters":"13B"}. This record does not assert independent reproduction.

### M3D-P3

Average Score: 63.2. Result ID: 69c67d5847f34ce924b06d84.

[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 Mode":"Multi-choice","Model Parameters":"4B"}. This record does not assert independent reproduction.

### CT-CHAT

Average Score: 62.8. Result ID: 69c67d5847f34ce924b06d86.

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

Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction.

### M3D-L2

Average Score: 62.6. Result ID: 69c67d5847f34ce924b06d82.

[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 Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction.

### Photon

Average Score: 61.9. Result ID: 69c67d5847f34ce924b06d8b.

[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 Mode":"Free-text","Model Parameters":"3B"}. This record does not assert independent reproduction.

### RadFM

Average Score: 55.5. Result ID: 69c67d5847f34ce924b06d89.

[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 Mode":"Free-text","Model Parameters":"13B"}. This record does not assert independent reproduction.

### CT-CHAT

Average Score: 49.7. Result ID: 69c67d5847f34ce924b06d87.

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

Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction.

### M3D-P3

Average Score: 49.3. Result ID: 69c67d5847f34ce924b06d85.

[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 Mode":"Free-text","Model Parameters":"4B"}. This record does not assert independent reproduction.

### M3D-L2

Average Score: 48.9. Result ID: 69c67d5847f34ce924b06d83.

[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 Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction.

### Merlin

Average Score: 47.8. Result ID: 69c67d5847f34ce924b06d81.

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

Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction.

### Merlin

Average Score: 44. Result ID: 69c67d5847f34ce924b06d80.

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

Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction.

### Rand

Average Score: 36.9. Result ID: 69c67d5847f34ce924b06d7f.

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

Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice"}. This record does not assert independent reproduction.

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