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ResearchFormerly WizWand

Image editing point-wise evaluation on ImagenHub

41.84Spearman Rank CorrelationHuman-to-Human
-4.31527.667419.6531.6326Sep 30, 2025Nov 5, 2025Dec 12, 2025Jan 18, 2026Feb 23, 2026Apr 1, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Human-to-HumanMethod Category=Upper Bound2025.0941.84
Gemini-2.5-FlashMethod Category=Proprietary Models2025.0941.62
GPT-5Method Category=Proprietary Models2025.0940.85
GPT-4oMethod Category=Proprietary Models2025.0938.21
EDITREWARDBackbone=Qwen2.5-VL-7B2025.0936.18
EDITREWARDBackbone=MiMo-VL-7B-SFT2025.0935.2
ADIEEMethod Category=Open-Source VLMs2025.0934.5
Qwen2.5-VL-32B-InstMethod Category=Open-Source VLMs2025.0926.87
Gemini-2.0-FlashMethod Category=Proprietary Models2025.0923.69
MiMo-VL-7B-SFT-2508Method Category=Open-Source VLMs2025.0922.14
Qwen2.5-VL-7B-InstMethod Category=Open-Source VLMs2025.0918.59
ReasonEditZero-shot=true2026.050.7566
Gemini-2.5-FlashZero-shot=true2026.050.4162
GPT-5Zero-shot=true2026.050.4085
GPT-4oZero-shot=true2026.050.3821
LMM4EditZero-shot=true2026.050.3726
EditReward (MiMo)Zero-shot=true2026.050.352
EditScore (Qwen3)Zero-shot=true2026.050.3062
Qwen3-VL (7B)Zero-shot=true2026.050.2426
Gemini-2.0-FlashZero-shot=true2026.050.2369
InternVL3.5 (7B)Zero-shot=true2026.050.2071
Qwen2.5-VL-3B-InstMethod Category=Open-Source VLMs2025.09-2.54