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3 months ago

DF-Net: The Digital Forensics Network for Image Forgery Detection

{Martin Boyer David Fischinger}

DF-Net: The Digital Forensics Network for Image Forgery Detection

Abstract

The orchestrated manipulation of public opinion, particularly through manipulated images, often spread via online social networks (OSN), has become a serious threat to society. In this paper we introduce the Digital Forensics Net (DF-Net), a deep neural network for pixel-wise image forgery detection. The released model outperforms several state-of-the-art methods on four established benchmark datasets. Most notably, DF-Net’s detection is robust against lossy image operations (e.g. resizing, compression) as they are automatically performed by social network

Benchmarks

BenchmarkMethodologyMetrics
image-manipulation-detection-on-casia-osnDF-Net
AUC: 0.905
F-score: 0.587
Intersection over Union: 0.492
image-manipulation-detection-on-casia-osn-1DF-Net
AUC: 0.902
Intersection over Union: 0.467
f-Score: 0.564
image-manipulation-detection-on-casia-osn-2DF-Net
AUC: 0.905
Intersection over Union: 0.495
f-Score: 0.588
image-manipulation-detection-on-casia-osn-3DF-Net
AUC: 0.902
Intersection over Union: 0.490
f-Score: 0.584
image-manipulation-detection-on-casia-v1DF-Net
AUC: .906
image-manipulation-detection-on-columbiaDF-Net
AUC: 0.880
image-manipulation-detection-on-columbia-osnDF-Net
AUC: 0.883
Intersection over Union: 0.681
f-Score: 0.760
image-manipulation-detection-on-columbia-osn-1DF-Net
AUC: 0.881
Intersection over Union: 0.681
f-Score: 0.759
image-manipulation-detection-on-columbia-osn-2DF-Net
AUC: 0.883
Intersection over Union: 0.685
f-Score: 0.762
image-manipulation-detection-on-columbia-osn-3DF-Net
AUC: 0.890
Intersection over Union: 0.684
f-Score: 0.766
image-manipulation-detection-on-dso-1DF-Net
AUC: 0.769
image-manipulation-detection-on-dso-osnDF-Net
AUC: 0.770
Intersection over Union: 0.245
f-Score: 0.359
image-manipulation-detection-on-dso-osn-1DF-Net
AUC: 0.765
Intersection over Union: 0.245
f-Score: 0.358
image-manipulation-detection-on-dso-osn-2DF-Net
AUC: 0.765
Intersection over Union: 0.249
f-Score: 0.361
image-manipulation-detection-on-dso-osn-3DF-Net
AUC: 0.759
Intersection over Union: 0.245
f-Score: 0.354
image-manipulation-detection-on-nist-osnDF-Net
AUC: 0.795
Intersection over Union: 0.229
f-Score: 0.304
image-manipulation-detection-on-nist-osn-1DF-Net
AUC: 0.799
Intersection over Union: 0.238
f-Score: 0.314
image-manipulation-detection-on-nist-osn-2DF-Net
AUC: 0.803
Intersection over Union: 0.247
f-Score: 0.324
image-manipulation-detection-on-nist-osn-3DF-Net
AUC: 0.791
Intersection over Union: 0.230
f-Score: 0.303

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DF-Net: The Digital Forensics Network for Image Forgery Detection | Papers | HyperAI