Research Article

Semantic Modeling and Pixel Discrimination for Image Manipulation Detection

Table 3

The pixel-level AUC comparison on the standard datasets.

NIST′16 [16]CASIA [17, 18]Coverage [19]Columbia [20]

ELA [21]0.4290.5810.5830.613
NOI1 [22]0.4870.5460.5780.612
CFA1 [23]0.5010.7200.4850.522
J-LSTM [24]0.7640.614
RGB-N [7]0.9370.8580.8170.795
LSTM-encoder [5]0.7940.712
Ours0.9290.8620.8280.801