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ResearchFormerly WizWand

Open-Vocabulary Entity Recognition on OVEN

0.789EMGPT4V

Evaluation results

Method	Links
GPT4V2025.04		0.789	0.789	0.81	0.704	0.85	0.871	0.886	0.876	0.168	0.282
QwenVL2025.04		0.502	0.502	0.651	0.485	0.732	0.731	0.864	0.804	0.151	0.254
OLM12B2025.04		0.445	0.445	0.593	0.432	0.678	0.691	0.819	0.727	0.145	0.242
ILmXC22025.04		0.368	0.368	0.506	0.384	0.615	0.641	0.767	0.687	0.161	0.261
QVLChat2025.04		0.344	0.344	0.525	0.355	0.627	0.633	0.806	0.707	0.159	0.26
Fuyu2025.04		0.231	0.231	0.432	0.29	0.558	0.574	0.761	0.66	0.166	0.265
LLAVA2025.04		0.182	0.182	0.259	0.195	0.417	0.5	0.513	0.445	0.151	0.225
OLM3B2025.04		0.14	0.14	0.319	0.193	0.462	0.508	0.648	0.538	0.144	0.227