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Medical Visual Question Answering on VQA-RAD

80.4Accuracy

Robust-MMR

Updated 2d ago

Evaluation Results

Method
Robust-MMR 2026.02	80.4	-	-	-	-	-
OctoMed-7B 2026.03	79	-	-	-	-	-
Ours (7B) 2026.03	79	-	-	-	-	-
MedGemma 4B 2025.08	78.55	-	-	-	-	-
MedGemma 4B 2025.10	78.55	-	-	-	-	-
KG-CMI 2026.04	78.21	68.18	84.11	-	-	-
CPRD 2026.02	78.2	-	-	-	-	-
LaPA 2026.04	78.15	67.87	84.92	-	-	-
MedVLSynther-7B 2025.10	77.57	-	-	-	-	-
Ours-7B 2026.04	77.16	-	-	-	-	-
MEVF 2026.02	77	-	-	-	-	-
MedVLThinker-32B RL 2025.08	76.96	-	-	-	-	-
M3AE 2026.04	76.72	63.5	85.42	-	-	-
VG-CALF 2026.04	76.16	67.47	85.28	-	-	-
BAN 2026.02	76	-	-	-	-	-
MUMC 2026.04	75.61	62.57	84.19	-	-	-
Robust-MMR 2026.02	75.6	-	-	-	-	-
Qwen2.5-VL-32B-Instruct 2025.08	75.12	-	-	-	-	-
CCIS-MVQA* 2026.04	75.06	68.78	79.24	-	-	-
MedVR 2026.04	74.4	-	-	-	-	-
HuatuoGPT-Vision-34B 2025.08	74.26	-	-	-	-	-
ToolTree 2026.03	74.12	-	-	-	-	-
Qwen2.5-VL-7B-Instruct 2026.03	74	-	-	-	-	-
QoQ-Med-7B 2026.03	74	-	-	-	-	-
Qwen3vl-8B 2026.01	73.71	-	-	-	-	-
MedVLSynther-3B 2025.10	73.53	-	-	-	-	-
IBISAgent 2026.01	73.4	-	-	-	-	-
GPT-5-mini 2026.01	73.31	-	-	-	-	-
MPR 2026.04	73.3	59.3	79.1	-	-	-
UnICLAM* 2026.04	73.2	59.8	82.6	-	-	-
InternVL3-8B 2026.01	72.91	-	-	-	-	-
Chiron 2026.01	72.7	-	-	-	-	-
MedGemma 27B 2025.08	72.67	-	-	-	-	-
MedGemma 27B 2025.10	72.67	-	-	-	-	-
Direct GRPO w/o cold-start 2026.01	72.64	-	-	-	-	-
Chiron-01-8B 2026.01	72.5	-	-	-	-	-
MedGemma-4B 2026.04	72.5	-	-	-	-	-
Qwen2.5-VL-32B 2026.04	71.8	-	-	-	-	-
Qwen2.5vl-32B 2026.01	71.7	-	-	-	-	-
Qwen2.5-VL-32B 2026.04	71.7	-	-	-	-	-
Gemini-2.5-pro 2026.01	71.43	-	-	-	-	-
Lingshu-32B 2025.10	71.4	-	-	-	-	-
MedVLThinker-3B RL 2025.08	71.08	-	-	-	-	-
MedVLThinker-3B 2025.10	71.08	-	-	-	-	-
LINGSHU-7B + MED-SCOUT 2026.01	71	-	-	-	-	-
CPRD 2026.02	71	-	-	-	-	-
MEDGEMMA-4B-IT 2026.01	70.8	-	-	-	-	-
GRPO w/o Tools 2026.01	70.75	-	-	-	-	-
Cold-start w/o Tools 2026.01	70.75	-	-	-	-	-
MEDVISTA-R1 2026.01	70.75	-	-	-	-	-
MEDVISTA-R1 2026.01	70.75	-	-	-	-	-
VQAMix* 2026.04	70.5	56.9	79.5	-	-	-
GPT-4o 2025.08	70.22	-	-	-	-	-
GEMINI-3-FLASH 2026.01	70.2	-	-	-	-	-
HUATUOGPT-VISION-7B + MED-SCOUT 2026.01	70.1	-	-	-	-	-
MEVF 2026.02	69.4	-	-	-	-	-
M2I2 2026.04	69.16	48.78	82.71	-	-	-
LINGSHU-7B 2026.01	68.9	-	-	-	-	-
Qwen2.5-VL-7B-Instruct 2025.08	68.75	-	-	-	-	-
Qwen2.5-VL-7B-Instruct 2025.10	68.75	-	-	-	-	-
CARE-Coord-B 2026.03	68.29	-	-	-	-	-
BAN 2026.02	68.2	-	-	-	-	-
Lingshu 2026.03	67.9	-	-	-	-	-
Lingshu-7B 2026.04	67.9	-	-	-	-	-
Lingshu-7B 2026.04	67.9	-	-	-	-	-
Rform + Rexact + RDTW 2026.04	67.6	-	-	-	-	-
MedGemma-4B 2025.10	67.6	-	-	-	-	-
Claude Sonnet 4 2025.10	67.6	-	-	-	-	-
GPT-5 2026.01	67.53	-	-	-	-	-
Original 2025.12	67.41	-	-	-	-	-
Gemini-2.5-Flash 2025.10	67.41	-	-	-	-	-
HUATUOGPT-VISION-7B 2026.01	67	-	-	-	-	-
HuatuoGPT-V-7B 2026.04	67	-	-	-	-	-
HuatuoGPT-V-7B 2026.04	67	-	-	-	-	-
MMQ* 2026.04	66.92	52	76.71	-	-	-
GPT-4o-mini 2025.08	66.91	-	-	-	-	-
Rform + Rexact 2026.04	66.5	-	-	-	-	-
OctoTools 2026.03	66.42	-	-	-	-	-
GPT-5 2026.01	66.4	-	-	-	-	-
Lingshu-7B 2026.01	66.4	-	-	-	-	-
PSI 2025.12	66.3	-	-	-	-	-
InternVL3-14B 2026.04	66.3	-	-	-	-	-
GMAI-VL 2025.10	66.3	-	-	-	-	-
MMedAgentRL-7B 2026.01	66.1	-	-	-	-	-
Lingshu 2026.01	66.1	-	-	-	-	-
MMedAgent-RL-7B 2026.04	66.1	-	-	-	-	-
Cold-start w/o Reasoning 2026.01	66.04	-	-	-	-	-
PixelReasoner-RL-vl-7B 2026.01	66	-	-	-	-	-
OpenAI-o3 2026.04	66	-	-	-	-	-
PixelReasoner-RL-v1-7B 2026.04	66	-	-	-	-	-
DeepEyes-7B 2026.01	65.9	-	-	-	-	-
DeepEyes-7B 2026.04	65.9	-	-	-	-	-
MedLVR 2026.04	65.9	-	-	-	-	-
QWEN3-VL-8B-INSTRUCT + MED-SCOUT 2026.01	65.8	-	-	-	-	-
Mini-o3-7B-vl 2026.01	65.7	-	-	-	-	-
VILA-M3-40B 2026.01	65.7	-	-	-	-	-
VILA-M3-40B 2026.04	65.7	-	-	-	-	-
Mini-o3-7B-v1 2026.04	65.7	-	-	-	-	-
INTERNVL3-8B 2026.01	65.6	-	-	-	-	-
InternVL3-8B 2026.04	65.6	-	-	-	-	-

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