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Image Description on Our Benchmark

23.64METEORBrReMark
16.796818.573420.3522.1266Jun 24, 2026

Evaluation results

MethodLinks
BrReMarkModel Category=Thinking with Images2026.0623.6421.5747.68
BrReMark w/o rfmtModel Category=Thinking with Images2026.0623.5721.4842.91
BrReMark w/o rlocModel Category=Thinking with Images2026.0623.3823.0445.65
BrReMark w/o synthesisModel Category=Thinking with Images2026.0623.1623.4442.46
BrReMark w/o rllmModel Category=Thinking with Images2026.0622.3121.645.69
Lingshu-32BModel Category=Medical Domain2026.0622.2123.5746.33
LLaVA-v1.5-13BModel Category=General Domain2026.0621.8814.8420.69
InternVL3.5-8BModel Category=General Domain2026.0620.5214.8630.95
GRITModel Category=Thinking with Images2026.0619.6620.825.69
HuatuoGPT-V-7BModel Category=Medical Domain2026.0619.551622.99
MedVLM-R1Model Category=Medical Domain2026.0619.5112.6318.74
Qwen2.5-VL-72BModel Category=General Domain2026.0619.319.8444.74
Qwen2.5-VL-7BModel Category=General Domain2026.0618.6718.1841.83
Lingshu-7BModel Category=Medical Domain2026.0617.0621.4742.72