# Measurement on DeepTumorVQA Source: [Measurement on DeepTumorVQA]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:51:52.026Z Evaluation of measurement performance on the DeepTumorVQA dataset, focusing specifically on lesion volume, organ HU, and organ volume metrics. 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 | Measurement | | Dataset (including any stated split) | DeepTumorVQA | | Metric | Lesion Volume 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 - [Lesion Volume Score](): Higher is better; unit: PERCENT. - [Organ HU Measurement Score](): Higher is better; unit: PERCENT. - [Organ Volume Measurement Score](): Higher is better; unit: PERCENT. - [Average Measurement Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [MRA Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Lesion Volume Score | Result date | Report paper | | --- | --- | --- | --- | | CT-CHAT | 83.3 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-P3 | 82.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Photon | 82.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-L2 | 81.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | RadFM | 81.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Photon | 26.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Merlin | 25.3 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Rand | 25 | Not recorded | 69c60efd0636e5bf4afc84c6 | | RadFM | 11.2 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-L2 | 8.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Merlin | 7.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-P3 | 7.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | CT-CHAT | 7.5 | Not recorded | 69c60efd0636e5bf4afc84c6 | ### CT-CHAT Lesion Volume Score: 83.3. Result ID: 69c67d5847f34ce924b06d52. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### M3D-P3 Lesion Volume Score: 82.5. Result ID: 69c67d5847f34ce924b06d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"4B"}. This record does not assert independent reproduction. ### Photon Lesion Volume Score: 82.5. Result ID: 69c67d5847f34ce924b06d56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"3B"}. This record does not assert independent reproduction. ### M3D-L2 Lesion Volume Score: 81.5. Result ID: 69c67d5847f34ce924b06d4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### RadFM Lesion Volume Score: 81.5. Result ID: 69c67d5847f34ce924b06d54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"13B"}. This record does not assert independent reproduction. ### Photon Lesion Volume Score: 26.5. Result ID: 69c67d5847f34ce924b06d57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"3B"}. This record does not assert independent reproduction. ### Merlin Lesion Volume Score: 25.3. Result ID: 69c67d5847f34ce924b06d4c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### Rand Lesion Volume Score: 25. Result ID: 69c67d5847f34ce924b06d4b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice"}. This record does not assert independent reproduction. ### RadFM Lesion Volume Score: 11.2. Result ID: 69c67d5847f34ce924b06d55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"13B"}. This record does not assert independent reproduction. ### M3D-L2 Lesion Volume Score: 8.5. Result ID: 69c67d5847f34ce924b06d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. ### Merlin Lesion Volume Score: 7.9. Result ID: 69c67d5847f34ce924b06d4d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. ### M3D-P3 Lesion Volume Score: 7.9. Result ID: 69c67d5847f34ce924b06d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"4B"}. This record does not assert independent reproduction. ### CT-CHAT Lesion Volume Score: 7.5. Result ID: 69c67d5847f34ce924b06d53. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.