UI Grounding on UI-Vision
52.3Basic Overall Score (Avg)MAI-UI-8B + Re-Prefill
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MAI-UI-8B + Re-PrefillZoom-in strategy=true, Re-Prefill=true2026.05 | 52.3 | — | — | — | — | — | — | — | — | 52.8 | — | — | 27 | — | — | 43.5 | |
| MAI-UI-8B2026.05 | 51.6 | — | — | — | — | — | — | — | — | 50.5 | — | — | 26.6 | — | — | 42.4 | |
| Qwen3-VL-32B-Instruct + Re-PrefillZoom-in strategy=true, Re-Prefill=true2026.05 | 51.4 | — | — | — | — | — | — | — | — | 51 | — | — | 32.4 | — | — | 44.6 | |
| MAI-UI-8BZoom-in strategy=true2026.05 | 50.7 | — | — | — | — | — | — | — | — | 50.4 | — | — | 27 | — | — | 42.2 | |
| GUI-Owl-1.5-8B-InstructZoom-in strategy=true2026.05 | 50.1 | — | — | — | — | — | — | — | — | 44.7 | — | — | 29.8 | — | — | 41.2 | |
| GUI-Owl-1.5-8B-Instruct + Re-PrefillZoom-in strategy=true, Re-Prefill=true2026.05 | 50.1 | — | — | — | — | — | — | — | — | 46.1 | — | — | 29.7 | — | — | 41.6 | |
| Qwen3-VL-32B-InstructZoom-in strategy=true2026.05 | 49.9 | — | — | — | — | — | — | — | — | 51.1 | — | — | 31.1 | — | — | 43.7 | |
| MVP-32BTraining-free=true2026.05 | 49.4 | — | — | — | — | — | — | — | — | 52 | — | — | 30.8 | — | — | 44.1 | |
| UI-Venus-72B + UI-ZoomerUI-Zoomer=true2026.04 | 48.4 | — | — | — | — | 83.2 | 39 | 77.8 | 34.9 | 44.2 | 67.6 | 24.8 | 29.7 | 77.6 | 32.3 | 40.4 | |
| ZoomClickTraining-free=true2026.05 | 45.1 | — | — | — | — | — | — | — | — | 45.1 | — | — | 28.3 | — | — | 39.2 | |
| UI-Venus-7B + UI-ZoomerUI-Zoomer=true2026.04 | 42.5 | — | — | — | — | 80.5 | 32.3 | 74.7 | 30.6 | 40.1 | 55.9 | 15.1 | 19.7 | 72.7 | 25.2 | 33.7 | |
| UI-ZoomerTraining-free=true2026.05 | 42.5 | — | — | — | — | — | — | — | — | 40.1 | — | — | 19.7 | — | — | 33.7 | |
| GUI-G2-7B + UI-ZoomerUI-Zoomer=true2026.04 | 42.3 | — | — | — | — | 78.4 | 32.6 | 69.5 | 30.9 | 39.2 | 53.6 | 14 | 18.6 | 69.3 | 25 | 32.9 | |
| UI-Venus-72BUI-Zoomer=false2026.04 | 39.4 | — | — | — | — | 72.1 | 30.6 | 68.7 | 28.1 | 36.9 | 43.5 | 12.8 | 16.3 | 64.3 | 23.6 | 30.9 | |
| Qwen3-VL-8B-Instruct + Re-PrefillZoom-in strategy=true, Re-Prefill=true2026.05 | 39.4 | — | — | — | — | — | — | — | — | 41.7 | — | — | 19.3 | — | — | 33.1 | |
| MVP-8BTraining-free=true2026.05 | 38.3 | — | — | — | — | — | — | — | — | 38.8 | — | — | 18.7 | — | — | 31.9 | |
| Qwen3-VL-8B-InstructZoom-in strategy=true2026.05 | 38.2 | — | — | — | — | — | — | — | — | 39.9 | — | — | 19.3 | — | — | 32.1 | |
| InfiGUI-G1-7BLearning Method=Reinforcement Learning2026.04 | 36.2 | — | — | — | — | — | — | — | — | 31.9 | — | — | 11.5 | — | — | 26.1 | |
| Qwen2.5-VL-7B + UI-ZoomerUI-Zoomer=true2026.04 | 33.6 | — | — | — | — | 75.7 | 22.2 | 59.8 | 19.7 | 28.4 | 38.7 | 9.3 | 12.7 | 57 | 16.3 | 23.6 | |
| UI-Venus-7BUI-Zoomer=false2026.04 | 33.3 | — | — | — | — | 68.5 | 23.8 | 65.5 | 19.9 | 29.7 | 38.7 | 7.8 | 11.4 | 60.6 | 16.5 | 24.4 | |
| GUI-G2-7BUI-Zoomer=false2026.04 | 33 | — | — | — | — | 66.7 | 24 | 65.8 | 21.9 | 31.4 | 36.5 | 7.7 | 11 | 59.5 | 17.1 | 24.7 | |
| Jedi-7B2026.04 | 32.3 | — | — | — | — | — | — | — | — | 30.5 | — | — | 12.8 | — | — | 24.8 | |
| UI-TARS-72B2026.04 | 31.4 | — | — | — | — | — | — | — | — | 30.5 | — | — | 14.7 | — | — | 25.5 | |
| UI-TARS-72B2026.05 | 31.4 | — | — | — | — | — | — | — | — | 30.5 | — | — | 14.7 | — | — | 25.5 | |
| InfiGUI-G1-3BLearning Method=Reinforcement Learning2026.04 | 31.2 | — | — | — | — | — | — | — | — | 28 | — | — | 8.2 | — | — | 22 | |
| UI-TARS-1.5Learning Method=Reinforcement Learning2026.04 | 28.8 | — | — | — | — | — | — | — | — | 27.5 | — | — | 10.7 | — | — | 22.3 | |
| UI-TARS-1.5-7B2026.05 | 28.8 | — | — | — | — | — | — | — | — | 27.5 | — | — | 10.7 | — | — | 22.3 | |
| UGround-72B2026.04 | 27.9 | — | — | — | — | — | — | — | — | 26.7 | — | — | 14.9 | — | — | 23.2 | |
| Jedi-3B2026.04 | 22.3 | — | — | — | — | — | — | — | — | 25.2 | — | — | 9.4 | — | — | 18.7 | |
| Qwen2.5-VL-7BUI-Zoomer=false2026.04 | 20.6 | — | — | — | — | 57.3 | 10.7 | 40.2 | 10 | 16.5 | 18.9 | 4.8 | 6.4 | 38.2 | 7.9 | 13.3 | |
| UI-TARS-7B2026.04 | 20.1 | — | — | — | — | — | — | — | — | 24.3 | — | — | 8.4 | — | — | 17.6 | |
| OS-Atlas-7B2026.04 | 12.2 | — | — | — | — | — | — | — | — | 11.2 | — | — | 3.7 | — | — | 9 | |
| UGround-7B2026.04 | 11.5 | — | — | — | — | — | — | — | — | 12.2 | — | — | 2.8 | — | — | 8.8 | |
| Claude-3.7-Sonnet2026.04 | 9.5 | — | — | — | — | — | — | — | — | 7.7 | — | — | 7.6 | — | — | 8.3 | |
| GPT-4o2026.04 | 1.6 | — | — | — | — | — | — | — | — | 1.5 | — | — | 1 | — | — | 1.4 | |
| Aguvis-7BZoomClick=false2025.12 | — | 17.8 | 18.3 | 5.1 | 13.7 | — | — | — | — | — | — | — | — | — | — | — | |
| AriaUI-25.3BZoomClick=false2025.12 | — | 12.2 | 14 | 4 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | |
| Claude-3.7-SonnetZoomClick=false2025.12 | — | 9.5 | 7.7 | 7.6 | 8.3 | — | — | — | — | — | — | — | — | — | — | — | |
| CogAgent-9BZoomClick=false2025.12 | — | 12 | 12.2 | 2.6 | 8.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Gemini-1.5-proZoomClick=false2025.12 | — | 0.8 | 0.3 | 0.6 | 0.6 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT-4oZoomClick=false2025.12 | — | 1.6 | 1.5 | 1 | 1.4 | — | — | — | — | — | — | — | — | — | — | — | |
| InternVL2.5-8BZoomClick=false2025.12 | — | 2.5 | 2.8 | 1 | 2.1 | — | — | — | — | — | — | — | — | — | — | — | |
| MiniCPM-V-8BZoomClick=false2025.12 | — | 7.1 | 5.3 | 1.5 | 4.3 | — | — | — | — | — | — | — | — | — | — | — | |
| OSAtlas-7BZoomClick=false2025.12 | — | 12.2 | 11.2 | 3.7 | 9 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-2.5VL-7BZoomClick=false2025.12 | — | 1.2 | 0.8 | 0.5 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-2VL-7BZoomClick=false2025.12 | — | 3.4 | 3.2 | 1.5 | 2.7 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-32BZoomClick=false2025.12 | — | 44.2 | 42.2 | 24.4 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-32BZoomClick=true2025.12 | — | 45.1 | 45.1 | 28.3 | 39.2 | — | — | — | — | — | — | — | — | — | — | — | |
| SeeClick-9.6BZoomClick=false2025.12 | — | 9.4 | 4.7 | 2.1 | 5.4 | — | — | — | — | — | — | — | — | — | — | — | |
| ShowUI-2BZoomClick=false2025.12 | — | 8.1 | 7.7 | 2.1 | 5.9 | — | — | — | — | — | — | — | — | — | — | — | |
| UGround-7BZoomClick=false2025.12 | — | 11.5 | 12.2 | 2.8 | 8.8 | — | — | — | — | — | — | — | — | — | — | — | |
| UGround-v1-72BZoomClick=false2025.12 | — | 27.9 | 26.7 | 14.9 | 23.2 | — | — | — | — | — | — | — | — | — | — | — | |
| UGround-v1-7BZoomClick=false2025.12 | — | 15.4 | 17.1 | 6.3 | 12.9 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-TARS-72BZoomClick=false2025.12 | — | 31.4 | 30.5 | 14.7 | 25.5 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-TARS-7BZoomClick=false2025.12 | — | 20.1 | 24.3 | 8.4 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-Venus-72BZoomClick=false2025.12 | — | 45.6 | 42.3 | 23.7 | 36.8 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-Venus-72BZoomClick=true2025.12 | — | 50.2 | 46.6 | 31.7 | 42.5 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-Venus-7BZoomClick=false2025.12 | — | 34 | 30.7 | 10.8 | 25.1 | — | — | — | — | — | — | — | — | — | — | — | |
| UI-Venus-7BZoomClick=true2025.12 | — | 43.1 | 39.9 | 19.1 | 34 | — | — | — | — | — | — | — | — | — | — | — |