Backdoor Detection on MS-COCO v1.4 (val)
99.9RickBKD Detection RateT2IShieldFTT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| T2IShieldFTT2026.04 | 99.9 | 73.3 | 72.3 | 36.3 | 40.9 | 64.5 | |
| T2IShieldCDA2026.04 | 99.9 | 96.1 | 99.8 | 45 | 5.5 | 69.3 | |
| NaviT2I2026.04 | 99.9 | 99.5 | 99.9 | 70.8 | 54.9 | 85 | |
| SET2026.04 | 99.6 | 99.6 | 99.9 | 83.4 | 92.9 | 95.1 | |
| T2IShieldCDA2026.04 | 98.4 | 86.8 | 97 | 49.7 | 49.2 | 76.2 | |
| SET2026.04 | 97.9 | 96.9 | 99.3 | 65.1 | 64.9 | 84.8 | |
| DAA-S2026.04 | 96 | 82 | 97.3 | 76.6 | 78.3 | 86 | |
| DAA-S2026.04 | 94.3 | 85.5 | 98 | 65 | 48.6 | 78.3 | |
| NaviT2I2026.04 | 88.2 | 93.2 | 93.1 | 61.2 | 52.1 | 77.6 | |
| DAA-I2026.04 | 87.9 | 74.1 | 92.1 | 73.1 | 46.8 | 74.8 | |
| T2IShieldFTT2026.04 | 85.7 | 67.6 | 64.4 | 42.4 | 40.1 | 60 | |
| DAA-I2026.04 | 84 | 74.8 | 87.6 | 79.1 | 72.1 | 79.5 | |
| UFID2026.04 | 50.1 | 99.8 | 50.1 | 51.8 | 50 | 60.4 | |
| UFID2026.04 | 37.4 | 99.9 | 28.7 | 49 | 13.7 | 45.7 |