许可证：apache-2.0
语言：
- 英语
任务标签：图像文本到文本
标签：
- 多模态
- 图形用户界面
库名称：transformers
UI-TARS-2B-SFT
UI-TARS-2B-SFT |
UI-TARS-2B-gguf |
UI-TARS-7B-SFT |
UI-TARS-7B-DPO（推荐） |
UI-TARS-7B-gguf |
UI-TARS-72B-SFT |
UI-TARS-72B-DPO（推荐）
简介
UI-TARS 是一款新一代原生图形用户界面（GUI）智能体模型，旨在通过类人的感知、推理和行动能力与图形用户界面无缝交互。不同于传统的模块化框架，UI-TARS 将所有关键组件——感知、推理、定位和记忆——集成在一个视觉语言模型（VLM）中，实现了无需预定义工作流或手动规则的端到端任务自动化。
本仓库包含论文 UI-TARS: Pioneering Automated GUI Interaction with Native Agents 的模型。
代码：https://github.com/bytedance/UI-TARS
性能
感知能力评估
| 模型 |
VisualWebBench |
WebSRC |
SQAshort |
| Qwen2-VL-7B |
73.3 |
81.8 |
84.9 |
| Qwen-VL-Max |
74.1 |
91.1 |
78.6 |
| Gemini-1.5-Pro |
75.4 |
88.9 |
82.2 |
| UIX-Qwen2-7B |
75.9 |
82.9 |
78.8 |
| Claude-3.5-Sonnet |
78.2 |
90.4 |
83.1 |
| GPT-4o |
78.5 |
87.7 |
82.3 |
| UI-TARS-2B |
72.9 |
89.2 |
86.4 |
| UI-TARS-7B |
79.7 |
93.6 |
87.7 |
| UI-TARS-72B |
82.8 |
89.3 |
88.6 |
定位能力评估
| 智能体模型 |
Dev-文本 |
Dev-图标 |
Dev-平均 |
创意-文本 |
创意-图标 |
创意-平均 |
CAD-文本 |
CAD-图标 |
CAD-平均 |
科学-文本 |
科学-图标 |
科学-平均 |
办公-文本 |
办公-图标 |
办公-平均 |
OS-文本 |
OS-图标 |
OS-平均 |
平均-文本 |
平均-图标 |
平均 |
| QwenVL-7B |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.7 |
0.0 |
0.4 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.1 |
0.0 |
0.1 |
| GPT-4o |
1.3 |
0.0 |
0.7 |
1.0 |
0.0 |
0.6 |
2.0 |
0.0 |
1.5 |
2.1 |
0.0 |
1.2 |
1.1 |
0.0 |
0.9 |
0.0 |
0.0 |
0.0 |
1.3 |
0.0 |
0.8 |
| SeeClick |
0.6 |
0.0 |
0.3 |
1.0 |
0.0 |
0.6 |
2.5 |
0.0 |
1.9 |
3.5 |
0.0 |
2.0 |
1.1 |
0.0 |
0.9 |
2.8 |
0.0 |
1.5 |
1.8 |
0.0 |
1.1 |
| Qwen2-VL-7B |
2.6 |
0.0 |
1.3 |
1.5 |
0.0 |
0.9 |
0.5 |
0.0 |
0.4 |
6.3 |
0.0 |
3.5 |
3.4 |
1.9 |
3.0 |
0.9 |
0.0 |
0.5 |
2.5 |
0.2 |
1.6 |
| OS-Atlas-4B |
7.1 |
0.0 |
3.7 |
3.0 |
1.4 |
2.3 |
2.0 |
0.0 |
1.5 |
9.0 |
5.5 |
7.5 |
5.1 |
3.8 |
4.8 |
5.6 |
0.0 |
3.1 |
5.0 |
1.7 |
3.7 |
| ShowUI-2B |
16.9 |
1.4 |
9.4 |
9.1 |
0.0 |
5.3 |
2.5 |
0.0 |
1.9 |
13.2 |
7.3 |
10.6 |
15.3 |
7.5 |
13.5 |
10.3 |
2.2 |
6.6 |
10.8 |
2.6 |
7.7 |
| CogAgent-18B |
14.9 |
0.7 |
8.0 |
9.6 |
0.0 |
5.6 |
7.1 |
3.1 |
6.1 |
22.2 |
1.8 |
13.4 |
13.0 |
0.0 |
10.0 |
5.6 |
0.0 |
3.1 |
12.0 |
0.8 |
7.7 |
| Aria-UI |
16.2 |
0.0 |
8.4 |
23.7 |
2.1 |
14.7 |
7.6 |
1.6 |
6.1 |
27.1 |
6.4 |
18.1 |
20.3 |
1.9 |
16.1 |
4.7 |
0.0 |
2.6 |
17.1 |
2.0 |
11.3 |
| UGround-7B |
26.6 |
2.1 |
14.7 |
27.3 |
2.8 |
17.0 |
14.2 |
1.6 |
11.1 |
31.9 |
2.7 |
19.3 |
31.6 |
11.3 |
27.0 |
17.8 |
0.0 |
9.7 |
25.0 |
2.8 |
16.5 |
| Claude Computer Use |
22.0 |
3.9 |
12.6 |
25.9 |
3.4 |
16.8 |
14.5 |
3.7 |
11.9 |
33.9 |
15.8 |
25.8 |
30.1 |
16.3 |
26.9 |
11.0 |
4.5 |
8.1 |
23.4 |
7.1 |
17.1 |
| OS-Atlas-7B |
33.1 |
1.4 |
17.7 |
28.8 |
2.8 |
17.9 |
12.2 |
4.7 |
10.3 |
37.5 |
7.3 |
24.4 |
33.9 |
5.7 |
27.4 |
27.1 |
4.5 |
16.8 |
28.1 |
4.0 |
18.9 |
| UGround-V1-7B |
-- |
-- |
35.5 |
-- |
-- |
27.8 |
-- |
-- |
13.5 |
-- |
-- |
38.8 |
-- |
-- |
48.8 |
-- |
-- |
26.1 |
-- |
-- |
31.1 |
| UI-TARS-2B |
47.4 |
4.1 |
26.4 |
42.9 |
6.3 |
27.6 |
17.8 |
4.7 |
14.6 |
56.9 |
17.3 |
39.8 |
50.3 |
17.0 |
42.6 |
21.5 |
5.6 |
14.3 |
39.6 |
8.4 |
27.7 |
| UI-TARS-7B |
58.4 |
12.4 |
36.1 |
50.0 |
9.1 |
32.8 |
20.8 |
9.4 |
18.0 |
63.9 |
31.8 |
50.0 |
63.3 |
20.8 |
53.5 |
30.8 |
16.9 |
24.5 |
47.8 |
16.2 |
35.7 |
| UI-TARS-72B |
63.0 |
17.3 |
40.8 |
57.1 |
15.4 |
39.6 |
18.8 |
12.5 |
17.2 |
64.6 |
20.9 |
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