haijian06 commited on
Commit
ccce0df
Β·
verified Β·
1 Parent(s): 85a28cf

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +101 -3
README.md CHANGED
@@ -1,3 +1,101 @@
1
- ---
2
- license: apache-2.0
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ ---
4
+ # AuthentiVision πŸ”
5
+
6
+ <div align="center">
7
+
8
+ <img src="assets/img_1.jpg" alt="Logo" width="300"/>
9
+
10
+
11
+ **State-of-the-art Face Authentication for Detecting AI-Generated Images**
12
+
13
+ [Huggingface](https://medium.com/@haijian06/authentivision-detecting-ai-generated-faces) | [Data](https://huggingface.co/datasets/haijian06/face-auth-dataset) | [Demo](https://huggingface.co/spaces/haijian06/AuthentiVision) | [Technical Paper](https://arxiv.org/abs/xxx)
14
+
15
+ </div>
16
+ </div>
17
+
18
+ ## 🎯 Real vs. AI-Generated Face Comparison
19
+
20
+ <div align="center">
21
+ <table>
22
+ <tr>
23
+ <td><b>Real Face</b></td>
24
+ <td><b>AI-Generated Face</b></td>
25
+ </tr>
26
+ <tr>
27
+ <td>
28
+ <img src="assets/real_face_example.jpg" alt="Real Face" width="200"/>
29
+ </td>
30
+ <td>
31
+ <img src="assets/ai_face.jpg" alt="AI-Generated Face" width="200"/>
32
+ </td>
33
+ </tr>
34
+ <tr>
35
+ <td>
36
+ <img src="assets/real_face_example.jpg" alt="Real Face" width="200"/>
37
+ </td>
38
+ <td>
39
+ <img src="assets/ai_face_2.jpg" alt="AI-Generated Face" width="200"/>
40
+ </td>
41
+ </tr>
42
+ </table>
43
+ </div>
44
+ ## 🌟 Features
45
+
46
+ - High accuracy in distinguishing real faces from AI-generated ones
47
+ - Multiple feature extraction techniques for robust detection
48
+ - Easy-to-use API for quick integration
49
+ - Lightweight and efficient inference
50
+ - Comprehensive documentation and examples
51
+
52
+ ## πŸš€ Quick Start
53
+
54
+ ```bash
55
+ git clone https://github.com/haijian06/AuthentiVision
56
+ cd AuthentiVision
57
+ pip install -e .
58
+ ```
59
+
60
+ ```python
61
+ from authentivision import AuthentiVision
62
+
63
+ # Initialize detector
64
+ detector = AuthentiVision()
65
+
66
+ # Make prediction
67
+ label, confidence = detector.predict("path_to_image.jpg")
68
+ print(f"Prediction: {label} (Confidence: {confidence:.2f})")
69
+ ```
70
+
71
+
72
+ ## πŸ“š Documentation
73
+
74
+ For detailed documentation, please visit our [tech blog](https://timelabhub.github.io/).
75
+
76
+ ## 🎯 Use Cases(Coming soon)
77
+
78
+ - Identity verification systems
79
+ - Social media content moderation
80
+ - Digital forensics
81
+ - Security applications
82
+ ## πŸ“„ License
83
+
84
+ This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
85
+ ## 🌟 Acknowledgments
86
+
87
+ - Thanks to all contributors and researchers in the field
88
+ - Special thanks to the open-source community
89
+
90
+ ## πŸ“ Citation
91
+
92
+ If you use AuthentiVision in your research or project, please cite our technical blog:
93
+
94
+ ```bibtex
95
+ @online{authentivision2024,
96
+ title={AuthentiVision: Finding Yourself in the Real World},
97
+ author={Haijian Wang and Zhangbei Ding and Yefan Niu and Xiaoming Zhang},
98
+ year={2024},
99
+ url={https://timelabhub.github.io/},
100
+ note={Medium blog post}
101
+ }