Document Tampering Localization on RTM, FindItAgain, and FindIt Average (test)
30.4F1 ScoreDiffNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffNetParams (M)=113.0, Inf. (it/s)=40.1, Train (it/s)=41.9, Resolution=768 × 768, Batch size=12026.06 | 30.4 | — | — | 41 | |
| Similarity-Guided Tampered Document Data Generation PipelineData Generation=Ours, Evaluation Protocol=Fine-tuned2026.02 | 30 | 34.6 | 27.3 | — | |
| DocTamperData Generation=[25], Evaluation Protocol=Fine-tuned2026.02 | 27.1 | 29.4 | 26.3 | — | |
| FFDNParams (M)=140.0, Inf. (it/s)=33.1, Train (it/s)=20.8, Resolution=768 × 768, Batch size=12026.06 | 27 | — | — | 28.6 | |
| Method [6]Data Generation=[6], Evaluation Protocol=Fine-tuned2026.02 | 26.5 | 27.9 | 26.3 | — | |
| ADCD-NetParams (M)=45.7, Inf. (it/s)=5.7, Train (it/s)=4.4, Resolution=768 × 768, Batch size=12026.06 | 17.4 | — | — | 31.2 | |
| ASC-FormerParams (M)=79.6, Inf. (it/s)=29.6, Train (it/s)=27.9, Resolution=768 × 768, Batch size=12026.06 | 17.2 | — | — | — | |
| Similarity-Guided Tampered Document Data Generation PipelineTraining Data=Ours2026.02 | 15.7 | 18.2 | 14.2 | — | |
| DTDParams (M)=67.3, Inf. (it/s)=29.4, Train (it/s)=25.3, Resolution=768 × 768, Batch size=12026.06 | 13.2 | — | — | 19 | |
| PSCC-NetParams (M)=3.7, Inf. (it/s)=15.4, Train (it/s)=10.0, Resolution=768 × 768, Batch size=12026.06 | 11.4 | — | — | 26.1 | |
| CAT-NetParams (M)=114.0, Inf. (it/s)=29.9, Train (it/s)=13.8, Resolution=768 × 768, Batch size=12026.06 | 9.7 | — | — | 19.8 | |
| DocTamperTraining Data=DocTamper2026.02 | 9.4 | 11.7 | 8.3 | — |