Screenshot-to-code on Design2Code
93Block-MatchGPT-4o
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4oInference Mode=Single-step2026.02 | 93 | 98.2 | 85.5 | 84.1 | 90.4 | 90.2 | |
| GPT-4oInference Mode=Self-refinement2026.02 | 92.7 | 98.6 | 84.9 | 83.3 | 90.1 | 89.9 | |
| VisRefiner-7BInference Mode=Self-refinement2026.02 | 91.4 | 98.1 | 82.3 | 83.8 | 90.7 | 89.3 | |
| Qwen2.5-VL-72BInference Mode=Self-refinement2026.02 | 91.1 | 97.7 | 84.7 | 82.3 | 87 | 88.6 | |
| Qwen2.5-VL-72BInference Mode=Single-step2026.02 | 90.7 | 97.8 | 84 | 81.9 | 86.6 | 88.2 | |
| VisRefiner-7BInference Mode=Single-step2026.02 | 90.6 | 97.5 | 81.7 | 83.1 | 90.1 | 88.6 | |
| Claude 3 OpusInference Mode=Self-refinement2026.02 | 90.3 | 98.1 | 78.1 | 69.7 | 86.6 | 84.6 | |
| Claude 3 OpusInference Mode=Single-step2026.02 | 90.2 | 97.5 | 77.9 | 71.4 | 87 | 84.8 | |
| MiMo-VL-7B-RLInference Mode=Self-refinement2026.02 | 89 | 97.2 | 79.5 | 77.4 | 84.6 | 85.5 | |
| GPT-4VInference Mode=Self-refinement2026.02 | 88.8 | 98.1 | 81.1 | 72.9 | 87.2 | 85.6 | |
| Qwen2.5-VL-7BInference Mode=Single-step2026.02 | 88.2 | 98 | 79.8 | 73.5 | 87.7 | 85.4 | |
| MiMo-VL-7B-RLInference Mode=Single-step2026.02 | 87.8 | 97 | 81.1 | 77.5 | 84.7 | 85.6 | |
| Qwen2.5-VL-7BInference Mode=Self-refinement2026.02 | 86.8 | 98 | 79 | 72.9 | 87.7 | 84.9 | |
| GPT-4VModel Category=Closed-source API2024.07 | 85.8 | 97.4 | 80.5 | 73.3 | 86.9 | 84.8 | |
| GPT-4VInference Mode=Single-step2026.02 | 85.8 | 97.4 | 80.5 | 73.3 | 86.9 | 84.8 | |
| IXC-2.5-7BModel Category=Open-source, Parameters=7B2024.07 | 81.9 | 95.6 | 80.9 | 80.8 | 86.5 | 85.1 | |
| Gemini-ProModel Category=Closed-source API2024.07 | 80.2 | 94.6 | 72.3 | 66.2 | 83.9 | 79.4 | |
| Design2Code-18BModel Category=Open-source, Parameters=18B2024.07 | 78.5 | 96.4 | 74.3 | 67 | 85.8 | 80.4 | |
| WebSight VLM-8BModel Category=Open-source, Parameters=8B2024.07 | 55.9 | 86.6 | 77.3 | 79.4 | 86.5 | 77.1 | |
| CogAgent-Chat-18BModel Category=Open-source, Parameters=18B2024.07 | 7.1 | 18.1 | 13.3 | 13 | 75.5 | 25.4 |