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ResearchFormerly WizWand

Multi-Modal Visual Question Answering on RAD-ChestCT (val)

44.99AccuracyMed3D-R1
19.541226.148132.75539.3619Feb 1, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Med3D-R1Input Type=Volume, LLM Backbone=Qwen-2.5-3B, Training Stage=S2, Reasoning Instruction=w think2026.0244.99
Med3D-R1Input Type=Volume, LLM Backbone=Qwen-2.5-3B, Training Stage=S2, Reasoning Instruction=w/o think2026.0243.75
Lingshu-7BInput Type=Montage, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0235.79
Lingshu-7BInput Type=Video, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0235.19
Qwen3-VL-4B-ThinkingInput Type=Montage, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0234.88
Qwen3-VL-4B-InstructInput Type=Montage, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0234.48
Med-R1Input Type=Montage, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w think2026.0231.51
MedGemma-4BInput Type=DRR, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w think2026.0230.9
Qwen3-VL-4B-ThinkingInput Type=Montage, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0230.85
Qwen2.5-VL-3B-RLInput Type=Video, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w think2026.0230.71
Qwen3-VL-4B-InstructInput Type=Video, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0230.3
Med-R1Input Type=Montage, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w/o think2026.0229.99
Lingshu-7BInput Type=Montage, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0229.97
Qwen3-VL-4B-InstructInput Type=Montage, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0229.42
Qwen2.5-VL-3BInput Type=Video, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w think2026.0229.34
Lingshu-7BInput Type=Video, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0229.25
Med-R1Input Type=DRR, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w think2026.0229.24
Qwen3-VL-4B-ThinkingInput Type=Video, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0229.07
MedGemma-4BInput Type=DRR, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w/o think2026.0228.85
Qwen2.5-VL-3B-RLInput Type=Video, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w/o think2026.0228.78
Qwen3-VL-4B-InstructInput Type=Video, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0228.74
MedGemma-4BInput Type=Montage, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w/o think2026.0228.61
Qwen2.5-VL-3BInput Type=Montage, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w think2026.0228.48
Lingshu-7BInput Type=DRR, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0228.48
Qwen2.5-VL-3BInput Type=DRR, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w think2026.0228.36
Med-R1Input Type=DRR, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w/o think2026.0228.17
MedGemma-4BInput Type=Montage, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w think2026.0227.75
Qwen2.5-VL-3BInput Type=Video, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w/o think2026.0227.12
Qwen3-VL-4B-ThinkingInput Type=Video, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0227.06
Qwen2.5-VL-3BInput Type=Montage, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w/o think2026.0226.89
Med3D-R1Input Type=Volume, LLM Backbone=Qwen-2.5-3B, Training Stage=S1, Reasoning Instruction=w think2026.0226.6
Qwen2.5-VL-7BInput Type=Montage, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0226.54
Lingshu-7BInput Type=DRR, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0226.46
Qwen2.5-VL-7BInput Type=Montage, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0226.35
MedVLM-R1Input Type=Montage, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w/o think2026.0226.11
Qwen3-VL-4B-ThinkingInput Type=DRR, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0225.63
MedGemma-1.5-4BInput Type=Montage, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w think2026.0225.6
MedVLM-R1Input Type=Montage, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w think2026.0225.47
Qwen2.5-VL-7BInput Type=Video, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0225.32
Med3D-R1Input Type=Volume, LLM Backbone=Qwen-2.5-3B, Training Stage=S1, Reasoning Instruction=w/o think2026.0225.32
Qwen2.5-VL-3BInput Type=DRR, LLM Backbone=Qwen-2.5-3B, Reasoning Instruction=w/o think2026.0225.17
Qwen3-VL-4B-InstructInput Type=DRR, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w/o think2026.0225.16
E3D-GPTInput Type=Volume, LLM Backbone=Vicuna-1.5-7B, Reasoning Instruction=w/o think2026.0225.15
RadFMInput Type=Volume, LLM Backbone=Llama-2-13B, Reasoning Instruction=w/o think2026.0225
Qwen2.5-VL-7BInput Type=Video, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0224.5
MedGemma-1.5-4BInput Type=DRR, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w/o think2026.0224.47
MedGemma-1.5-4BInput Type=Montage, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w/o think2026.0224.4
MedGemma-1.5-4BInput Type=DRR, LLM Backbone=Gemma-3-4B, Reasoning Instruction=w think2026.0224.4
M3DInput Type=Volume, LLM Backbone=Llama-2-7B, Reasoning Instruction=w/o think2026.0224.28
Qwen3-VL-4B-ThinkingInput Type=DRR, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0223.98
Qwen2.5-VL-7BInput Type=DRR, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0223.71
Qwen3-VL-4B-InstructInput Type=DRR, LLM Backbone=Qwen-3-4B, Reasoning Instruction=w think2026.0223.46
Qwen2.5-VL-7BInput Type=DRR, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w think2026.0222.28
MedVLM-R1Input Type=DRR, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w think2026.0222.21
MedVLM-R1Input Type=DRR, LLM Backbone=Qwen-2-2B, Reasoning Instruction=w/o think2026.0222.2
Med3DVLMInput Type=Volume, LLM Backbone=Qwen-2.5-7B, Reasoning Instruction=w/o think2026.0222.17
CT-CHATInput Type=Volume, LLM Backbone=Llama-3.1-8B, Reasoning Instruction=w/o think2026.0220.52