AI-generated image detection on GenImage 58 (test)
0.9985BigGAN AUROCSearch-based intermediate representation detector
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Search-based intermediate representation detectorMethod category=Search-based method, Optimal layer (l_opt)=132026.05 | 0.9985 | 0.9973 | 0.9257 | 0.8883 | 0.9609 | 0.9278 | 0.9933 | 0.9849 | 0.999 | 0.9975 | 0.8303 | 0.8083 | 0.9294 | 0.892 | 0.7997 | 0.7659 | 0.9296 | 0.9078 | |
| RIGIDMethod category=Training-free method2026.05 | 0.9882 | 0.986 | 0.6508 | 0.623 | 0.939 | 0.9424 | 0.9146 | 0.9162 | 0.9779 | 0.9774 | 0.7422 | 0.7244 | 0.6502 | 0.6295 | 0.6391 | 0.6154 | 0.8128 | 0.8018 | |
| AIDEMethod category=Training-based method2026.05 | 0.9811 | 0.9836 | 0.8292 | 0.8308 | 0.9721 | 0.9797 | 0.9639 | 0.9697 | 0.9826 | 0.9887 | 0.8373 | 0.8684 | 0.8329 | 0.8382 | 0.7949 | 0.7966 | 0.8992 | 0.907 | |
| UniDetectorMethod category=Training-based method, Evaluation protocol=linear probing2026.05 | 0.97 | 0.9613 | 0.7346 | 0.7007 | 0.9412 | 0.9423 | 0.8707 | 0.8631 | 0.787 | 0.7756 | 0.5147 | 0.5164 | 0.7285 | 0.6905 | 0.8103 | 0.7942 | 0.7946 | 0.7805 | |
| NPRMethod category=Training-based method2026.05 | 0.9642 | 0.9585 | 0.8944 | 0.8947 | 0.8691 | 0.8508 | 0.843 | 0.8499 | 0.9388 | 0.9488 | 0.8069 | 0.8146 | 0.8996 | 0.9005 | 0.7901 | 0.7965 | 0.8758 | 0.8768 | |
| AeroBladeMethod category=Training-free method2026.05 | 0.9352 | 0.9013 | 0.6287 | 0.6034 | 0.8965 | 0.906 | 0.8371 | 0.8227 | 0.8207 | 0.8211 | 0.7128 | 0.6974 | 0.5342 | 0.5137 | 0.6134 | 0.6078 | 0.7473 | 0.7342 | |
| MINDERMethod category=Training-free method2026.05 | 0.927 | 0.9156 | 0.6579 | 0.636 | 0.9377 | 0.9412 | 0.8919 | 0.8885 | 0.8372 | 0.8372 | 0.7386 | 0.7149 | 0.6568 | 0.6423 | 0.6482 | 0.6347 | 0.7869 | 0.7763 | |
| SPAIMethod category=Training-based method2026.05 | 0.871 | 0.8735 | 0.6467 | 0.6005 | 0.6823 | 0.6858 | 0.7005 | 0.6891 | 0.8858 | 0.8873 | 0.5424 | 0.5269 | 0.6379 | 0.5959 | 0.7074 | 0.6533 | 0.7093 | 0.689 |