# Lesion Segmentation on ComLesion-14K 1.0 (test) Source: [Lesion Segmentation on ComLesion-14K 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-09T07:49:36.328Z Evaluation of lesion segmentation performance on the test split of the ComLesion-14K 1.0 dataset, reporting mean Dice (mDice), mean IoU (mIoU), Failure Rate, and Dice scores for specific anatomical regions (Head, Abd., Lung, Eye, Neck, Skin, Foot, Breast, Heart). 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 | Lesion Segmentation | | Dataset (including any stated split) | ComLesion-14K 1.0 (test) | | Metric | Mean Dice (mDice) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Mean Dice (mDice)](): Higher is better; unit: PERCENT. - [Mean IoU (mIoU)](): Higher is better; unit: PERCENT. - [Failure Rate](): Lower is better; unit: PERCENT. - [Dice (Head)](): Higher is better; unit: PERCENT. - [Dice (Abdomen)](): Higher is better; unit: PERCENT. - [Dice (Lung)](): Higher is better; unit: PERCENT. - [Dice (Eye)](): Higher is better; unit: PERCENT. - [Dice (Neck)](): Higher is better; unit: PERCENT. - [Dice (Skin)](): Higher is better; unit: PERCENT. - [Dice (Foot)](): Higher is better; unit: PERCENT. - [Dice (Breast)](): Higher is better; unit: PERCENT. - [Dice (Heart)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Dice (mDice) | Result date | Report paper | | --- | --- | --- | --- | | CORE-Seg | 37.06 | Not recorded | 69ae53d82d603e6de3e42801 | | LISA-3B (Trained) | 22.17 | Not recorded | 69ae53d82d603e6de3e42801 | | SegZero-3B (Trained) | 17.47 | Not recorded | 69ae53d82d603e6de3e42801 | | MedPLIB-7B | 12.9 | Not recorded | 69ae53d82d603e6de3e42801 | | MediSee-7B | 11.07 | Not recorded | 69ae53d82d603e6de3e42801 | | Qwen2.5-VL-72B | 11.04 | Not recorded | 69ae53d82d603e6de3e42801 | | SegZero-7B | 9.08 | Not recorded | 69ae53d82d603e6de3e42801 | | Qwen2.5-VL-7B | 8.3 | Not recorded | 69ae53d82d603e6de3e42801 | | Lingshu-7B | 7.37 | Not recorded | 69ae53d82d603e6de3e42801 | | MedGemma-4B | 6.03 | Not recorded | 69ae53d82d603e6de3e42801 | | VLMR1-REC-3B | 4.76 | Not recorded | 69ae53d82d603e6de3e42801 | | HuatuoGPT-7B | 4.73 | Not recorded | 69ae53d82d603e6de3e42801 | | InternVL3-8B | 4.18 | Not recorded | 69ae53d82d603e6de3e42801 | | Chiron-o1-8B | 3.35 | Not recorded | 69ae53d82d603e6de3e42801 | ### CORE-Seg Mean Dice (mDice): 37.06. Result ID: 69ae7afc6dbb7075b956576b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Trained"}. This record does not assert independent reproduction. ### LISA-3B (Trained) Mean Dice (mDice): 22.17. Result ID: 69ae7afc6dbb7075b9565769. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Trained"}. This record does not assert independent reproduction. ### SegZero-3B (Trained) Mean Dice (mDice): 17.47. Result ID: 69ae7afc6dbb7075b956576a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Trained"}. This record does not assert independent reproduction. ### MedPLIB-7B Mean Dice (mDice): 12.9. Result ID: 69ae7afc6dbb7075b9565767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MediSee-7B Mean Dice (mDice): 11.07. Result ID: 69ae7afc6dbb7075b9565768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Qwen2.5-VL-72B Mean Dice (mDice): 11.04. Result ID: 69ae7afc6dbb7075b956575e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SegZero-7B Mean Dice (mDice): 9.08. Result ID: 69ae7afc6dbb7075b9565765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Mean Dice (mDice): 8.3. Result ID: 69ae7afc6dbb7075b9565760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Lingshu-7B Mean Dice (mDice): 7.37. Result ID: 69ae7afc6dbb7075b9565763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Medical-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MedGemma-4B Mean Dice (mDice): 6.03. Result ID: 69ae7afc6dbb7075b9565764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Medical-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### VLMR1-REC-3B Mean Dice (mDice): 4.76. Result ID: 69ae7afc6dbb7075b9565766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Grounding-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### HuatuoGPT-7B Mean Dice (mDice): 4.73. Result ID: 69ae7afc6dbb7075b9565761. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Medical-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### InternVL3-8B Mean Dice (mDice): 4.18. Result ID: 69ae7afc6dbb7075b956575f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"General MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Chiron-o1-8B Mean Dice (mDice): 3.35. Result ID: 69ae7afc6dbb7075b9565762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Medical-Specific MLLMs","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.