notesum.ai
Published at December 3Copy-Move Forgery Detection and Question Answering for Remote Sensing Image
cs.CV
cs.MM
Released Date: December 3, 2024
Authors: Ze Zhang1, Enyuan Zhao1, Ziyi Wan1, Jie Nie1, Xinyue Liang1, Lei Huang1
Aff.: 1Ocean University of China

| Method | Training | Prompt | CE | RMSE | OA(%) | AA(%) |
|---|---|---|---|---|---|---|
| *General Methods | ||||||
| SAN | × | 1.1847 | - | 49.35 | 49.28 | |
| MCAN | × | 1.0471 | - | 54.13 | 54.21 | |
| DVQA | × | 1.0081 | - | 55.82 | 55.91 | |
| *Remote Sensing Methods | ||||||
| RSVQA | × | 1.1305 | - | 49.16 | 49.07 | |
| RSIVQA | Seg | 0.8344 | 0.1406 | 59.48 | 59.89 | |
| EarthVQA | Seg | 0.8121 | 0.1387 | 61.72 | 62.35 | |
| *Multimodal Large Language Models | ||||||
| LLava | × | × | - | - | 7.46 | 7.98 |
| LLava | × | Text | - | - | 21.33 | 20.45 |
| GeoChat | × | × | - | - | 12.71 | 12.38 |
| GeoChat | × | Text | - | - | 31.49 | 29.56 |
| TAF(ours) | Tamper | 0.7677 | 0.0889 | 65.04 | 65.01 | |