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ResearchFormerly WizWand

Open-vocabulary attribute personalization on Abstract Concepts

97.6Text-FQwen-VL
36.364852.262468.1684.0576Dec 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Qwen-VLEvaluation Protocol=MLLM Evaluation2025.1297.627.3680.7268.56
OmniGen2Evaluation Protocol=MLLM Evaluation2025.1295.1228.6374.3566.03
CLIPEvaluation Protocol=MLLM Evaluation2025.1295.0431.280.5668.93
OmniGen2Evaluation Protocol=Human Evaluation2025.1294.6243.9285.3374.63
Qwen-VLEvaluation Protocol=Human Evaluation2025.1294.4539.5787.5473.85
Omni-AttributeEvaluation Protocol=Human Evaluation2025.1293.7470.3195.8486.63
FLUX-KontextEvaluation Protocol=Human Evaluation2025.1293.2346.8889.176.41
FLUX-KontextEvaluation Protocol=MLLM Evaluation2025.1293.0433.6374.467.02
DINOv2Evaluation Protocol=Human Evaluation2025.1291.7943.6386.8474.09
DINOv2Evaluation Protocol=MLLM Evaluation2025.1291.6835.6880.7369.36
CLIPEvaluation Protocol=Human Evaluation2025.1291.5943.3185.7673.56
Omni-AttributeEvaluation Protocol=MLLM Evaluation2025.1285.3951.8180.7972.67
Qwen-Image-EditEvaluation Protocol=Human Evaluation2025.1261.3386.2286.1873.44
Qwen-Image-EditEvaluation Protocol=MLLM Evaluation2025.1238.7275.1568.9560.74