Open-vocabulary attribute personalization on Concrete Objects
95.64Text-FOmni-Attribute
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Omni-AttributeEvaluation Protocol=Human Evaluation2025.12 | 95.64 | 76.91 | 86.8 | 86.45 | |
| Omni-AttributeEvaluation Protocol=MLLM Evaluation2025.12 | 93.81 | 76.34 | 85.4 | 85.18 | |
| OmniGen2Evaluation Protocol=Human Evaluation2025.12 | 93.76 | 75.75 | 81.1 | 83.54 | |
| CLIPEvaluation Protocol=Human Evaluation2025.12 | 93 | 60.5 | 84.77 | 79.42 | |
| Qwen-VLEvaluation Protocol=Human Evaluation2025.12 | 92.42 | 55.05 | 85.42 | 77.63 | |
| OmniGen2Evaluation Protocol=MLLM Evaluation2025.12 | 91.4 | 78.9 | 78.1 | 82.8 | |
| DINOv2Evaluation Protocol=Human Evaluation2025.12 | 90.87 | 68.44 | 84.34 | 81.22 | |
| FLUX-KontextEvaluation Protocol=Human Evaluation2025.12 | 90.54 | 87.85 | 80.32 | 86.24 | |
| CLIPEvaluation Protocol=MLLM Evaluation2025.12 | 90 | 65.5 | 84 | 79.83 | |
| Qwen-VLEvaluation Protocol=MLLM Evaluation2025.12 | 88.2 | 68.48 | 84.6 | 80.43 | |
| FLUX-KontextEvaluation Protocol=MLLM Evaluation2025.12 | 85.4 | 89.1 | 70.91 | 81.8 | |
| DINOv2Evaluation Protocol=MLLM Evaluation2025.12 | 84.6 | 77.47 | 81.6 | 81.22 | |
| Qwen-Image-EditEvaluation Protocol=Human Evaluation2025.12 | 70.55 | 89.13 | 84.26 | 81.31 | |
| Qwen-Image-EditEvaluation Protocol=MLLM Evaluation2025.12 | 59.1 | 89.8 | 80.91 | 76.6 |