| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pixel-level manipulation detection | CASIA v1+ | F1 Score77.1 | 22 | |
| Ocular Disease Recognition | CASIA2 NC (test) | Accuracy81.52 | 20 | |
| Image-level manipulation detection | CASIA v1+ | AUC0.942 | 19 | |
| Image Manipulation Detection and Localization | CASIA v1 | I-AUC94.8 | 15 | |
| Image Forgery Detection | CASIA v1+ | AUC94.2 | 15 | |
| Image forgery localization | CASIA v1+ | F1 Score (best)85.2 | 14 | |
| Pixel-level Manipulation Detection | CASIA v1 | F1 Score75.3 | 14 | |
| Model Inversion Attack | CASIA | Acc@180.95 | 12 | |
| Image-level forgery detection | CASIA v1 | F1 Score91.93 | 11 | |
| Ocular Disease Recognition (NC grading) | CASIA2 NC | Accuracy81.87 | 11 | |
| Pixel-level Forgery Localization | CASIA v1 | F1 Score72.32 | 11 | |
| Bounding Box Localization | CASIA v1 | IoU69.62 | 10 | |
| Tamper Localization | CASIA 1+ | IoU62 | 10 | |
| Image Manipulation Localization | Casia v1+ (test) | F1 Score79.4 | 10 | |
| Image Manipulation Localization | CASIA | F1 Score57.9 | 10 | |
| Traditional Tampering Localization | CASIA (test) | IoU67.5 | 8 | |
| Forgery Detection | CASIA 1.0 | F1 Score0.892 | 8 | |
| Classification | CASIA (meta-test) | Classification Error0.4 | 8 | |
| Image Forgery Classification | CASIA 2 | Accuracy95.1 | 7 | |
| Classification | CASIA (meta-train) | Classification Error0.2 | 7 | |
| Tamper Localization | CASIA v1 | IoU37.6 | 6 | |
| Image Classification | CASIA | Classification Error (%)0.8 | 6 | |
| Forgery Localization | CASIA | AUC86.6 | 6 | |
| Image Manipulation Localization | CASIA (test) | AUC0.817 | 6 | |
| Speech Emotion Recognition | CASIA | Macro F157.2 | 5 |