# Recognition on DeepTumorVQA Source: [Recognition on DeepTumorVQA]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:51:52.067Z Evaluation of recognition performance on the DeepTumorVQA dataset, focusing on the existence detection of various lesions across different organs. 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 | Recognition | | Dataset (including any stated split) | DeepTumorVQA | | Metric | Colon Lesion Existence | | 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 - [Colon Lesion Existence](): Higher is better; unit: PERCENT. - [Kidney Cyst Existence](): Higher is better; unit: PERCENT. - [Kidney Lesion Existence](): Higher is better; unit: PERCENT. - [Kidney Tumor Existence](): Higher is better; unit: PERCENT. - [Liver Lesion Existence](): Higher is better; unit: PERCENT. - [Pancreatic Lesion Existence](): Higher is better; unit: PERCENT. - [Average Existence Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Colon Lesion Existence | Result date | Report paper | | --- | --- | --- | --- | | RadFM | 89.3 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Photon | 88.1 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Merlin | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Merlin | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-L2 | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-L2 | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-P3 | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | M3D-P3 | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | CT-CHAT | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | CT-CHAT | 85.9 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Photon | 85.8 | Not recorded | 69c60efd0636e5bf4afc84c6 | | RadFM | 85.6 | Not recorded | 69c60efd0636e5bf4afc84c6 | | Rand | 50 | Not recorded | 69c60efd0636e5bf4afc84c6 | ### RadFM Colon Lesion Existence: 89.3. Result ID: 69c67d5847f34ce924b06d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"13B"}. This record does not assert independent reproduction. ### Photon Colon Lesion Existence: 88.1. Result ID: 69c67d5847f34ce924b06d64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"3B"}. This record does not assert independent reproduction. ### Merlin Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d59. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### Merlin Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. ### M3D-L2 Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### M3D-L2 Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. ### M3D-P3 Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"4B"}. This record does not assert independent reproduction. ### M3D-P3 Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"4B"}. This record does not assert independent reproduction. ### CT-CHAT Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d5f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"7B"}. This record does not assert independent reproduction. ### CT-CHAT Colon Lesion Existence: 85.9. Result ID: 69c67d5847f34ce924b06d60. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Free-text","Model Parameters":"7B"}. This record does not assert independent reproduction. ### Photon Colon Lesion Existence: 85.8. Result ID: 69c67d5847f34ce924b06d63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"3B"}. This record does not assert independent reproduction. ### RadFM Colon Lesion Existence: 85.6. Result ID: 69c67d5847f34ce924b06d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice","Model Parameters":"13B"}. This record does not assert independent reproduction. ### Rand Colon Lesion Existence: 50. Result ID: 69c67d5847f34ce924b06d58. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Multi-choice"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.