ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features

Benchmark Model Rank Results
image-manipulation-detection-on-casia-osnMantra-Net#3AUC: 0.763F-score: 0.102Intersection over Union: 0 .065
image-manipulation-detection-on-casia-osn-1ManTra-Net#3AUC: 0.724Intersection over Union: 0.080f-Score: 0.048
image-manipulation-detection-on-casia-osn-2ManTra-Net#3AUC: 0.763Intersection over Union: 0.063f-Score: 0.099
image-manipulation-detection-on-casia-osn-3ManTra-Net#3AUC: 0.754Intersection over Union: 0.063f-Score: 0.099
image-manipulation-detection-on-casia-v1ManTraNet#5Balanced Accuracy: .500AUC: .644
image-manipulation-detection-on-cocoglideManTraNet#4Balanced Accuracy: .500AUC: .778
image-manipulation-detection-on-columbiaManTraNet#5Balanced Accuracy: .500AUC: .810
image-manipulation-detection-on-columbia-osnManTra-Net#3AUC: 0.626f-Score: 0.103Intersection over Union: 0.056
image-manipulation-detection-on-columbia-osn-1ManTra-Net#4AUC: 0.613f-Score: 0.199Intersection over Union: 0.125
image-manipulation-detection-on-columbia-osn-2ManTra-Net#3AUC: 0.630f-Score: 0.098Intersection over Union: 0.052
image-manipulation-detection-on-columbia-osn-3ManTra-Net#3AUC: 0.620f-Score: 0.103Intersection over Union: 0.056
image-manipulation-detection-on-coverageManTraNet#5Balanced Accuracy: .500AUC: .760
image-manipulation-detection-on-dso-1ManTraNet#4Balanced Accuracy: .500AUC: .874
image-manipulation-detection-on-dso-osnManTra-Net#4AUC: 0.638f-Score: 0.109Intersection over Union: 0.071
image-manipulation-detection-on-dso-osn-1ManTra-Net#3AUC: 0.582f-Score: 0.076Intersection over Union: 0.045
image-manipulation-detection-on-dso-osn-2ManTra-Net#3AUC: 0.616f-Score: 0.081Intersection over Union: 0.052
image-manipulation-detection-on-dso-osn-3ManTra-Net#3AUC: 0.606f-Score: 0.057Intersection over Union: 0.036
image-manipulation-detection-on-nist-osnManTra-Net#3AUC: 0.652f-Score: 0.095Intersection over Union: 0.057
image-manipulation-detection-on-nist-osn-1ManTra-Net#3AUC: 0.654f-Score: 0.095Intersection over Union: 0.057
image-manipulation-detection-on-nist-osn-2ManTra-Net#3AUC: 0.702f-Score: 0.101Intersection over Union: 0.062
image-manipulation-detection-on-nist-osn-3ManTra-Net#3AUC: 0.671f-Score: 0.088Intersection over Union: 0.053
image-manipulation-localization-on-casia-v1ManTraNet#8Average Pixel F1(Fixed threshold): .180
image-manipulation-localization-on-casiav1Mantra-Net#6Pixel Binary F1: 0.327
image-manipulation-localization-on-cocoglideManTraNet#5Average Pixel F1(Fixed threshold): .516
image-manipulation-localization-on-columbiaManTraNet#9Average Pixel F1(Fixed threshold): .508
image-manipulation-localization-on-columbia-1Mantra-Net#6Pixel Binary F1: 0.462
image-manipulation-localization-on-coverageManTraNet#8Average Pixel F1(Fixed threshold): .317
image-manipulation-localization-on-coverage-1Mantra-Net#6Pixel Binary F1: 0.196
image-manipulation-localization-on-dso-1ManTraNet#7Average Pixel F1(Fixed threshold): .412
image-manipulation-localization-on-nist16Mantra-Net#6Pixel Binary F1: 0.193