Graphic Layout Generation on TextLayout (test)
93.76Char-FVFLM
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| VFLMCategory=Ours2026.03 | 93.76 | 0.0039 | 0.0009 | 11.8678 | 0.6018 | 9.0447 | 8.7492 | 7.9679 | 8.5969 | 8.5897 | |
| VFLM-step1Category=Ours2026.03 | 90.71 | 0.0035 | 0.0059 | 15.4583 | 0.5415 | 8.888 | 8.3591 | 7.7255 | 8.2896 | 8.3155 | |
| Claude3.7Category=MLLM2026.03 | 86.72 | 0.0053 | 0.0383 | 16.4401 | 0.5295 | 8.8058 | 8.4026 | 7.7691 | 8.2651 | 8.3106 | |
| Doubao-Seed-1.6Category=MLLM2026.03 | 84.84 | 0.0058 | 0.0216 | 18.5823 | 0.4063 | 8.5663 | 8.2304 | 7.4463 | 7.8917 | 8.0337 | |
| IGDCategory=Layout2026.03 | 84.81 | 0.0057 | 0.0114 | 14.8597 | 0.3646 | 8.4324 | 7.8125 | 7.3055 | 7.6894 | 7.81 | |
| GPT-4oCategory=MLLM2026.03 | 82.58 | 0.0046 | 0.0033 | 18.8443 | 0.3561 | 8.5165 | 8.0341 | 7.2826 | 7.6553 | 7.8721 | |
| Qwen-Image-EditCategory=Image Edit2026.03 | 72.56 | — | — | — | 0.3062 | 5.4086 | 7.7783 | 6.1886 | 6.004 | 6.3449 | |
| GPT-4oCategory=Image Edit2026.03 | 71.98 | — | — | — | 0.3371 | 7.4809 | 8.9298 | 8.1672 | 8.1919 | 8.1924 | |
| Qwen2.5-VL-72BCategory=MLLM2026.03 | 71.78 | 0.0031 | 0.0358 | 19.9399 | 0.1989 | 7.8633 | 7.6094 | 6.5402 | 6.5582 | 7.1428 | |
| Qwen2.5-VL-7BCategory=MLLM2026.03 | 61.95 | 0.0029 | 0.0229 | 25.7715 | 0.1166 | 7.5638 | 6.4431 | 5.4827 | 5.3861 | 6.5489 | |
| OpenCOLECategory=Layout2026.03 | 21.47 | 1.2029 | 0.0316 | 25.115 | 0.0397 | 2.6596 | 6.3873 | 3.702 | 2.8896 | 3.9096 | |
| FLUX KontextCategory=Image Edit2026.03 | 13.22 | — | — | — | -0.5853 | 1.6473 | 6.8098 | 3.6345 | 2.2142 | 3.5765 |