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ResearchFormerly WizWand

Cell-Level Visual Question Answering on PBSBench Out of Domain

97Accuracy (T/F)Quilt-LLaVA
-1.823.8549.575.15Apr 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Quilt-LLaVAModel Category=Domain-specific - Pathology VL Model2026.04973941191358
PBS-VLModel Category=Ours2026.0497962434353870
PathGen-LLaVAModel Category=Domain-specific - Pathology VL Model2026.049678819141959
DeepSeek-VL-7BModel Category=Open-source General-purpose VL Model2026.049459073451
GPT-4oModel Category=Proprietary VL Models2026.048693928101565
Qwen2.5-VL-7BModel Category=Open-source General-purpose VL Model2026.0477841104758
LLaVA-1.6-Mistral-7BModel Category=Open-source General-purpose VL Model2026.047458295855
LLaVA-1.6-Vicuna-7BModel Category=Open-source General-purpose VL Model2026.047055384754
LLaVA-MedModel Category=Domain-specific - Medical VL Model2026.04702606121656
Qwen2-VL-7BModel Category=Open-source General-purpose VL Model2026.046987512111660
InternVL-8BModel Category=Open-source General-purpose VL Model2026.046591519162062
Gemini-1.5-proModel Category=Proprietary VL Models2026.04649222461056
Idefics3-8BModel Category=Open-source General-purpose VL Model2026.045644312141856
Claude-3.5-SonnetModel Category=Proprietary VL Models2026.04549012851060
BLIP2-OPT-6.7BModel Category=Open-source General-purpose VL Model2026.0443221217936
Med-flamingoModel Category=Domain-specific - Medical VL Model2026.042526047838
PA-LLaVAModel Category=Domain-specific - Pathology VL Model2026.042000001