Datasets:
Commit
·
2dfa3b9
1
Parent(s):
8ca62fc
fix image errors
Browse files
README.md
CHANGED
|
@@ -27,9 +27,7 @@ Welcome to the **DeepFakeFace (DFF)** dataset! Here we present a meticulously cu
|
|
| 27 |
Our aim is to tackle the rising challenge posed by deepfakes in today's digital landscape.
|
| 28 |
|
| 29 |
Here are some example images in our dataset:
|
| 30 |
-
|
| 31 |
-
<img width="100%" height="auto" src="docs/images/deepfake_examples.jpg">
|
| 32 |
-
</div>
|
| 33 |
|
| 34 |
Our proposed DeepFakeFace(DFF) dataset is generated by various diffusion models, aiming to protect the privacy of celebrities.
|
| 35 |
There are four zip files in our dataset and each file contains 30,000 images.
|
|
@@ -43,22 +41,15 @@ We maintain the same directory structure as the IMDB-WIKI dataset where real ima
|
|
| 43 |
### DeepFake Dataset Compare
|
| 44 |
|
| 45 |
We compare our dataset with previous datasets here:
|
| 46 |
-
|
| 47 |
-
<img width="100%" height="auto" src="docs/images/compare.jpg">
|
| 48 |
-
</div>
|
| 49 |
|
| 50 |
### Experimental Results
|
| 51 |
|
| 52 |
Performance of RECCE across different generators, measured in terms of Acc (%), AUC (%), and EER (%):
|
| 53 |
-
|
| 54 |
-
<img width="78%" height="auto" src="docs/images/table1.jpg">
|
| 55 |
-
</div>
|
| 56 |
-
|
| 57 |
|
| 58 |
Robustness evaluation in terms of ACC(%), AUC (%) and EER(%):
|
| 59 |
-
|
| 60 |
-
<img width="100%" height="auto" src="docs/images/table2.jpg">
|
| 61 |
-
</div>
|
| 62 |
|
| 63 |
### Cite
|
| 64 |
|
|
|
|
| 27 |
Our aim is to tackle the rising challenge posed by deepfakes in today's digital landscape.
|
| 28 |
|
| 29 |
Here are some example images in our dataset:
|
| 30 |
+
|
|
|
|
|
|
|
| 31 |
|
| 32 |
Our proposed DeepFakeFace(DFF) dataset is generated by various diffusion models, aiming to protect the privacy of celebrities.
|
| 33 |
There are four zip files in our dataset and each file contains 30,000 images.
|
|
|
|
| 41 |
### DeepFake Dataset Compare
|
| 42 |
|
| 43 |
We compare our dataset with previous datasets here:
|
| 44 |
+
|
|
|
|
|
|
|
| 45 |
|
| 46 |
### Experimental Results
|
| 47 |
|
| 48 |
Performance of RECCE across different generators, measured in terms of Acc (%), AUC (%), and EER (%):
|
| 49 |
+
|
|
|
|
|
|
|
|
|
|
| 50 |
|
| 51 |
Robustness evaluation in terms of ACC(%), AUC (%) and EER(%):
|
| 52 |
+
|
|
|
|
|
|
|
| 53 |
|
| 54 |
### Cite
|
| 55 |
|