Open-vocabulary attribute personalization on Abstract Concepts
97.6Text-FQwen-VL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen-VLEvaluation Protocol=MLLM Evaluation2025.12 | 97.6 | 27.36 | 80.72 | 68.56 | |
| OmniGen2Evaluation Protocol=MLLM Evaluation2025.12 | 95.12 | 28.63 | 74.35 | 66.03 | |
| CLIPEvaluation Protocol=MLLM Evaluation2025.12 | 95.04 | 31.2 | 80.56 | 68.93 | |
| OmniGen2Evaluation Protocol=Human Evaluation2025.12 | 94.62 | 43.92 | 85.33 | 74.63 | |
| Qwen-VLEvaluation Protocol=Human Evaluation2025.12 | 94.45 | 39.57 | 87.54 | 73.85 | |
| Omni-AttributeEvaluation Protocol=Human Evaluation2025.12 | 93.74 | 70.31 | 95.84 | 86.63 | |
| FLUX-KontextEvaluation Protocol=Human Evaluation2025.12 | 93.23 | 46.88 | 89.1 | 76.41 | |
| FLUX-KontextEvaluation Protocol=MLLM Evaluation2025.12 | 93.04 | 33.63 | 74.4 | 67.02 | |
| DINOv2Evaluation Protocol=Human Evaluation2025.12 | 91.79 | 43.63 | 86.84 | 74.09 | |
| DINOv2Evaluation Protocol=MLLM Evaluation2025.12 | 91.68 | 35.68 | 80.73 | 69.36 | |
| CLIPEvaluation Protocol=Human Evaluation2025.12 | 91.59 | 43.31 | 85.76 | 73.56 | |
| Omni-AttributeEvaluation Protocol=MLLM Evaluation2025.12 | 85.39 | 51.81 | 80.79 | 72.67 | |
| Qwen-Image-EditEvaluation Protocol=Human Evaluation2025.12 | 61.33 | 86.22 | 86.18 | 73.44 | |
| Qwen-Image-EditEvaluation Protocol=MLLM Evaluation2025.12 | 38.72 | 75.15 | 68.95 | 60.74 |