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ResearchFormerly WizWand

Fundus reading on FunBench

69.2AccuracyFundus-R1-7B
39.87247.48655.162.714Apr 9, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Fundus-R1-7BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-7B, Post-training Data Scale=80.1K, Protocol=Fundus-reading MLLMs (RLVR)2026.0469.2
Fundus-R1-3BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-3B, Post-training Data Scale=80.1K, Protocol=Fundus-reading MLLMs (RLVR)2026.0467.1
QoQ-Med-7BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-7B, Post-training Data Scale=2.6M, Protocol=Medical MLLMs (RLVR)2026.0462.5
HuatuoGPT-Vision-7BVision Encoder=OpenAI CLIP ViT-L/14, LLM=Qwen2-7B, Post-training Data Scale=1.3M, Protocol=Medical MLLMs (SFT)2026.0459
Lingshu-7BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-7B, Post-training Data Scale=5.1M, Protocol=Medical MLLMs (SFT)2026.0455.1
HealthGPT-M3-7BVision Encoder=CLIP ViT-L/14-336, LLM=Phi-3-mini, Post-training Data Scale=1.6M, Protocol=Medical MLLMs (SFT)2026.0452.4
InternVL2.5-8BVision Encoder=InternViT-300M, LLM=InternLM2.5-7B, Post-training Data Scale=–, Protocol=Generic MLLMs2026.0451
OphthaReason-QwenVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-3B, Post-training Data Scale=121.5K, Protocol=Fundus-reading MLLMs (RLVR)2026.0448.8
FundusExpert-8BVision Encoder=InternViT-300M, LLM=InternLM2.5-7B, Post-training Data Scale=200K, Protocol=Fundus-reading MLLMs (SFT)2026.0448.3
Med-R1-fundusVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-3B, Post-training Data Scale=undisclosed, Protocol=Fundus-reading MLLMs (RLVR)2026.0448.2
MedVLM-R1Vision Encoder=Qwen2-ViT, LLM=Qwen2-2B, Post-training Data Scale=600, Protocol=Medical MLLMs (RLVR)2026.0446.2
Qwen2.5-VL-7BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-7B, Post-training Data Scale=–, Protocol=Generic MLLMs2026.0446.1
OphthaReason-InternVision Encoder=InternViT-300M, LLM=Qwen2.5-1.5B, Post-training Data Scale=121.5K, Protocol=Fundus-reading MLLMs (RLVR)2026.0444.9
Qwen2.5-VL-3BVision Encoder=Qwen2.5-ViT, LLM=Qwen2.5-3B, Post-training Data Scale=–, Protocol=Generic MLLMs2026.0441