Incremental Image Attribution and Authenticity Recognition on IABench (EP1)
99.99Accuracy (T0)IncreFA
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| IncreFAReference=Ours, Protocol=EP12026.04 | 99.99 | 99.17 | 95.91 | 92.94 | 88.09 | 80.69 | 79.17 | 78.8 | 98.93 | 99.97 | |
| DualPromptReference=ECCV’2022, Protocol=EP12026.04 | 99.98 | 82.32 | 75.49 | 50.41 | 50.26 | 46.83 | 40.3 | 35.12 | 62.12 | 85.62 | |
| MOSReference=AAAI’2025, Protocol=EP12026.04 | 99.93 | 92.75 | 81.83 | 79.55 | 75.05 | 68.44 | 68.61 | 66.84 | 91.92 | 98.58 | |
| FosterReference=ECCV’2022, Protocol=EP12026.04 | 99.87 | 92.89 | 78.27 | 76.35 | 72.1 | 72.86 | 69.92 | 71.39 | 72.33 | 93.18 | |
| Vanilla baselineReference=None, Protocol=EP1, Model Setup=Frozen CLIP model with a linear layer2026.04 | 99.65 | 61.68 | 50.31 | 48.89 | 44.41 | 40.39 | 35.29 | 35.24 | 69.13 | 85.92 | |
| TUNAReference=CVPR’2025, Protocol=EP12026.04 | 99.41 | 87.84 | 77.33 | 77.19 | 75.31 | 71.58 | 64.18 | 63.87 | 92.1 | 93.79 | |
| APER-AperpterReference=IJCV’2024, Protocol=EP12026.04 | 99.22 | 76.28 | 68.7 | 61.36 | 51.15 | 46.71 | 45.82 | 41.51 | 85 | 98.04 | |
| DGRReference=CVPR’2024, Protocol=EP12026.04 | 98.36 | 93.41 | 84.28 | 83.14 | 75.46 | 76.99 | 77.86 | 75.68 | 94.21 | 97.18 | |
| ICaRLReference=CVPR’2017, Protocol=EP12026.04 | 98.12 | 93.93 | 80.98 | 83.23 | 74.66 | 71.99 | 72 | 72.31 | 83 | 84.81 | |
| SimpleCILReference=IJCV’2024, Protocol=EP12026.04 | 96.74 | 75.4 | 56.48 | 47.14 | 41.69 | 39.58 | 34.68 | 31.68 | 79.13 | 95.5 | |
| L2PReference=CVPR’2022, Protocol=EP12026.04 | 89.17 | 59.43 | 45.99 | 40.2 | 29.42 | 23.26 | 29.88 | 29.51 | 79.51 | 86.26 |