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README.md
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@@ -64,33 +64,37 @@ UGround is a storng GUI visual grounding model trained with a simple recipe. Che
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## Main Results
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### GUI Visual Grounding: ScreenSpot (Standard Setting)
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| ---------------------------- | ---------------- | ---------------- | ----------- | ----------- | ------------ | ------------ | -------- | -------- | -------- |
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| GPT-4 | | | 22.6 | 24.5 | 20.2 | 11.8 | 9.2 | 8.8 | 16.2 |
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| GPT-4o | | | 20.2 | 24.9 | 21.1 | 23.6 | 12.2 | 7.8 | 18.3 |
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| MiniGPT-v2 | MiniGPT-v2 | | 8.4 | 6.6 | 6.2 | 2.9 | 6.5 | 3.4 | 5.7 |
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| Groma | Groma | | 10.3 | 2.6 | 4.6 | 4.3 | 5.7 | 3.4 | 5.2 |
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| Fuyu | Fuyu | | 41.0 | 1.3 | 33.0 | 3.6 | 33.9 | 4.4 | 19.5 |
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| Qwen-VL | Qwen-VL | | 9.5 | 4.8 | 5.7 | 5.0 | 3.5 | 2.4 | 5.2 |
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| SeeClick | Qwen-VL | SeeClick | 78.0 | 52.0 | 72.2 | 30.0 | 55.7 | 32.5 | 53.4 |
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| Qwen-GUI | Qwen-VL | GUICourse | 52.4 | 10.9 | 45.9 | 5.7 | 43.0 | 13.6 | 28.6 |
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| **UGround-V1** | LLaVA-UGround-V1 | UGround-V1 | **82.8** | **60.3** | **82.5** | **63.6** | **80.4** | **70.4** | **73.3** |
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| Qwen2-VL | Qwen2-VL | | 61.3 | 39.3 | 52.0 | 45.0 | 33.0 | 21.8 | 42.1 |
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| Auguvis-7B | Qwen2-VL | Aguvis-Stage-1&2 | **95.6** | 77.7 | **93.8** | 67.1 | 88.3 | 75.2 | 83.0 |
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| OS-Atlas-Base-4B | InternVL-2 | OS-Atlas | 85.7 | 58.5 | 72.2 | 45.7 | 82.6 | 63.1 | 68.0 |
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| ShowUI-G | ShowUI | ShowUI | 91.6 | 69.0 | 81.8 | 59.0 | 83.0 | 65.5 | 75.0 |
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| ShowUI | ShowUI | ShowUI | 92.3 | 75.5 | 76.3 | 61.1 | 81.7 | 63.6 | 75.1 |
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| Aria-UI | Aria | Aria-UI | 92.3 | 73.8 | 93.3 | 64.3 | 86.5 | 76.2 | 81.1 |
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| **UGround-V1-2B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 89.4 | 72.0 | 88.7 | 65.7 | 81.3 | 68.9 | 77.7 |
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| **UGround-V1-7B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 93.0 | **79.9** | **93.8** | **76.4** | **90.9** | **84.0** | **86.3** |
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### GUI Visual Grounding: ScreenSpot (Agent Setting)
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| Planner | Agent-Screenspot | arch | SFT data | Mobile-Text | Mobile-Icon | Desktop-Text | Desktop-Icon | Web-Text | Web-Icon | Avg |
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| ------- | ---------------------------- | ---------------- | ---------------- | ----------- | ----------- | ------------ | ------------ | -------- | -------- | -------- |
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| GPT-4o | Qwen-VL | Qwen-VL | | 21.3 | 21.4 | 18.6 | 10.7 | 9.1 | 5.8 | 14.5 |
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## Inference
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### vLLM server
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## Main Results
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### GUI Visual Grounding: ScreenSpot (Standard Setting)
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| ScreenSpot (Standard) | Arch | SFT data | Mobile-Text | Mobile-Icon | Desktop-Text | Desktop-Icon | Web-Text | Web-Icon | Avg |
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| ---------------------------- | ---------------- | ---------------- | ----------- | ----------- | ------------ | ------------ | -------- | -------- | -------- |
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| Groma | Groma | | 10.3 | 2.6 | 4.6 | 4.3 | 5.7 | 3.4 | 5.2 |
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| Qwen-VL | Qwen-VL | | 9.5 | 4.8 | 5.7 | 5.0 | 3.5 | 2.4 | 5.2 |
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| MiniGPT-v2 | MiniGPT-v2 | | 8.4 | 6.6 | 6.2 | 2.9 | 6.5 | 3.4 | 5.7 |
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| GPT-4 | | | 22.6 | 24.5 | 20.2 | 11.8 | 9.2 | 8.8 | 16.2 |
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| GPT-4o | | | 20.2 | 24.9 | 21.1 | 23.6 | 12.2 | 7.8 | 18.3 |
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| Fuyu | Fuyu | | 41.0 | 1.3 | 33.0 | 3.6 | 33.9 | 4.4 | 19.5 |
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| Qwen-GUI | Qwen-VL | GUICourse | 52.4 | 10.9 | 45.9 | 5.7 | 43.0 | 13.6 | 28.6 |
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| Qwen2-VL | Qwen2-VL | | 61.3 | 39.3 | 52.0 | 45.0 | 33.0 | 21.8 | 42.1 |
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| SeeClick | Qwen-VL | SeeClick | 78.0 | 52.0 | 72.2 | 30.0 | 55.7 | 32.5 | 53.4 |
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| OS-Atlas-Base-4B | InternVL-2 | OS-Atlas | 85.7 | 58.5 | 72.2 | 45.7 | 82.6 | 63.1 | 68.0 |
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| Iris | Iris | SeeClick | 85.3 | 64.2 | 86.7 | 57.5 | 82.6 | 71.2 | 74.6 |
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| ShowUI-G | ShowUI | ShowUI | 91.6 | 69.0 | 81.8 | 59.0 | 83.0 | 65.5 | 75.0 |
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| ShowUI | ShowUI | ShowUI | 92.3 | 75.5 | 76.3 | 61.1 | 81.7 | 63.6 | 75.1 |
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| Aguvis-G-7B | Qwen2-VL | Aguvis-Stage-1 | 88.3 | 78.2 | 88.1 | 70.7 | 85.7 | 74.8 | 81.0 |
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| OS-Atlas-Base-7B | Qwen2-VL | OS-Atlas | 93.0 | 72.9 | 91.8 | 62.9 | 90.9 | 74.3 | 81.0 |
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| Aria-UI | Aria | Aria-UI | 92.3 | 73.8 | 93.3 | 64.3 | 86.5 | 76.2 | 81.1 |
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| Aguvis-7B | Qwen2-VL | Aguvis-Stage-1&2 | **95.6** | 77.7 | 93.8 | 67.1 | 88.3 | 75.2 | 83.0 |
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| **UGround-V1** | LLaVA-UGround-V1 | UGround-V1 | 82.8 | 60.3 | 82.5 | 63.6 | 80.4 | 70.4 | 73.3 |
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| **UGround-V1-2B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 89.4 | 72.0 | 88.7 | 65.7 | 81.3 | 68.9 | 77.7 |
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| **UGround-V1-7B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 93.0 | **79.9** | **93.8** | **76.4** | **90.9** | **84.0** | **86.3** |
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### GUI Visual Grounding: ScreenSpot (Agent Setting)
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| Planner | Agent-Screenspot | arch | SFT data | Mobile-Text | Mobile-Icon | Desktop-Text | Desktop-Icon | Web-Text | Web-Icon | Avg |
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| ------- | ---------------------------- | ---------------- | ---------------- | ----------- | ----------- | ------------ | ------------ | -------- | -------- | -------- |
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| GPT-4o | Qwen-VL | Qwen-VL | | 21.3 | 21.4 | 18.6 | 10.7 | 9.1 | 5.8 | 14.5 |
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## Inference
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### vLLM server
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