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] | 0.429 | 0.581 | 0.583 | 0.613 | NOI1 [22] | 0.487 | 0.546 | 0.578 | 0.612 | CFA1 [23] | 0.501 | 0.720 | 0.485 | 0.522 | J-LSTM [24] | 0.764 | — | 0.614 | — | RGB-N [7] | 0.937 | 0.858 | 0.817 | 0.795 | LSTM-encoder [5] | 0.794 | — | 0.712 | — | Ours | 0.929 | 0.862 | 0.828 | 0.801 |
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