AI-generated image detection on OpenFake (test)
0.924AUC (Chroma)DTAD
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DTAD2026.03 | 0.924 | 0.228 | 0.386 | 0.485 | 0.934 | 0.772 | 0.909 | 0.942 | 0.948 | 0.9 | 0.7 | 0.396 | 0.868 | 0.918 | 0.852 | 0.932 | 0.845 | 0.79 | 0.928 | 0.315 | 0.872 | 0.908 | 0.707 | 0.623 | 0.684 | 0.764 | 0.758 | 0.871 | 0.956 | 0.895 | 0.8 | 0.908 | 0.754 | 0.853 | 0.779 | — | — | |
| LightningTrainable Params=0M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.887 | — | 0.706 | — | — | — | 0.83 | 0.855 | — | — | — | — | — | — | — | — | — | — | — | 0.693 | 0.864 | — | — | — | 0.8 | — | — | 0.905 | 0.844 | 0.886 | — | — | — | — | 0.82 | 0.816 | 0.748 | |
| OURS2026.03 | 0.879 | 0.85 | 0.858 | 0.808 | 0.797 | 0.857 | 0.814 | 0.79 | 0.836 | 0.86 | 0.857 | 0.7 | 0.847 | 0.866 | 0.901 | 0.897 | 0.93 | 0.918 | 0.897 | 0.766 | 0.877 | 0.915 | 0.96 | 0.958 | 0.952 | 0.885 | 0.907 | 0.947 | 0.904 | 0.924 | 0.973 | 0.951 | 0.923 | 0.931 | 0.881 | — | — | |
| WAR PAD2026.03 | 0.728 | 0.42 | 0.525 | 0.567 | 0.627 | 0.381 | 0.608 | 0.627 | 0.724 | 0.66 | 0.543 | 0.298 | 0.75 | 0.69 | 0.713 | 0.685 | 0.517 | 0.572 | 0.744 | 0.504 | 0.723 | 0.687 | 0.668 | 0.764 | 0.792 | 0.745 | 0.723 | 0.842 | 0.733 | 0.838 | 0.689 | 0.683 | 0.803 | 0.802 | 0.658 | — | — | |
| XceptionTrainable Params=83M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.638 | — | 0.565 | — | — | — | 0.529 | 0.563 | — | — | — | — | — | — | — | — | — | — | — | 0.536 | 0.599 | — | — | — | 0.561 | — | — | 0.59 | 0.634 | 0.514 | — | — | — | — | 0.57 | 0.535 | 0.573 | |
| RIGID2026.03 | 0.633 | 0.473 | 0.469 | 0.434 | 0.506 | 0.371 | 0.548 | 0.558 | 0.577 | 0.44 | 0.512 | 0.503 | 0.546 | 0.552 | 0.486 | 0.591 | 0.442 | 0.467 | 0.62 | 0.435 | 0.636 | 0.645 | 0.322 | 0.394 | 0.524 | 0.721 | 0.523 | 0.724 | 0.49 | 0.695 | 0.516 | 0.492 | 0.434 | 0.689 | 0.536 | — | — | |
| MINDER2026.03 | 0.633 | 0.471 | 0.468 | 0.434 | 0.505 | 0.371 | 0.547 | 0.557 | 0.575 | 0.438 | 0.51 | 0.501 | 0.544 | 0.554 | 0.484 | 0.589 | 0.44 | 0.465 | 0.623 | 0.433 | 0.635 | 0.644 | 0.319 | 0.391 | 0.537 | 0.72 | 0.521 | 0.728 | 0.488 | 0.694 | 0.515 | 0.492 | 0.433 | 0.688 | 0.536 | — | — | |
| GenDTrainable Params=0.03M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.599 | — | 0.665 | — | — | — | 0.472 | 0.475 | — | — | — | — | — | — | — | — | — | — | — | 0.532 | 0.629 | — | — | — | 0.799 | — | — | 0.835 | 0.592 | 0.711 | — | — | — | — | 0.618 | 0.567 | 0.543 | |
| UCFTrainable Params=47M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.596 | — | 0.418 | — | — | — | 0.58 | 0.609 | — | — | — | — | — | — | — | — | — | — | — | 0.454 | 0.475 | — | — | — | 0.421 | — | — | 0.498 | 0.595 | 0.523 | — | — | — | — | 0.514 | 0.474 | 0.523 | |
| F3NetTrainable Params=22M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.585 | — | 0.463 | — | — | — | 0.567 | 0.585 | — | — | — | — | — | — | — | — | — | — | — | 0.446 | 0.555 | — | — | — | 0.348 | — | — | 0.492 | 0.589 | 0.473 | — | — | — | — | 0.513 | 0.474 | 0.575 | |
| ProDetTrainable Params=96M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.585 | — | 0.462 | — | — | — | 0.584 | 0.609 | — | — | — | — | — | — | — | — | — | — | — | 0.54 | 0.66 | — | — | — | 0.542 | — | — | 0.534 | 0.538 | 0.566 | — | — | — | — | 0.564 | 0.521 | 0.625 | |
| ForAdaTrainable Params=5.7M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.584 | — | 0.393 | — | — | — | 0.468 | 0.448 | — | — | — | — | — | — | — | — | — | — | — | 0.424 | 0.505 | — | — | — | 0.717 | — | — | 0.774 | 0.518 | 0.631 | — | — | — | — | 0.535 | 0.495 | 0.461 | |
| ZERO FAKE2026.03 | 0.571 | 0.684 | 0.56 | 0.605 | 0.502 | 0.543 | 0.719 | 0.694 | 0.633 | 0.55 | 0.675 | 0.694 | 0.438 | 0.541 | 0.485 | 0.391 | 0.49 | 0.501 | 0.683 | 0.447 | 0.627 | 0.645 | 0.504 | 0.73 | 0.297 | 0.468 | 0.708 | 0.522 | 0.471 | 0.681 | 0.673 | 0.633 | 0.431 | 0.781 | 0.58 | — | — | |
| CORETrainable Params=22M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.55 | — | 0.455 | — | — | — | 0.615 | 0.621 | — | — | — | — | — | — | — | — | — | — | — | 0.405 | 0.578 | — | — | — | 0.312 | — | — | 0.45 | 0.523 | 0.514 | — | — | — | — | 0.506 | 0.527 | 0.517 | |
| EffortTrainable Params=0.19M, Zero-shot=true, Training dataset=FF++ (C23)2026.06 | 0.534 | — | 0.431 | — | — | — | 0.468 | 0.44 | — | — | — | — | — | — | — | — | — | — | — | 0.518 | 0.587 | — | — | — | 0.718 | — | — | 0.739 | 0.521 | 0.635 | — | — | — | — | 0.557 | 0.51 | 0.58 | |
| MIBD2026.03 | 0.503 | 0.788 | 0.572 | 0.445 | 0.46 | 0.501 | 0.488 | 0.481 | 0.485 | 0.832 | 0.548 | 0.474 | 0.855 | 0.539 | 0.809 | 0.478 | 0.462 | 0.419 | 0.844 | 0.792 | 0.74 | 0.486 | 0.748 | 0.821 | 0.847 | 0.663 | 0.594 | 0.865 | 0.568 | 0.646 | 0.579 | 0.521 | 0.607 | 0.61 | 0.593 | — | — | |
| AERO BLADE2026.03 | 0.452 | 0.343 | 0.311 | 0.531 | 0.559 | 0.56 | 0.43 | 0.489 | 0.591 | 0.34 | 0.358 | 0.446 | 0.422 | 0.521 | 0.39 | 0.389 | 0.313 | 0.41 | 0.591 | 0.26 | 0.236 | 0.468 | 0.396 | 0.308 | 0.267 | 0.19 | 0.257 | 0.375 | 0.511 | 0.41 | 0.202 | 0.367 | 0.326 | 0.272 | 0.389 | — | — | |
| HFI2026.03 | 0.432 | 0.487 | 0.354 | 0.527 | 0.498 | 0.476 | 0.415 | 0.522 | 0.595 | 0.376 | 0.4 | 0.516 | 0.459 | 0.487 | 0.382 | 0.489 | 0.379 | 0.384 | 0.57 | 0.327 | 0.449 | 0.326 | 0.328 | 0.282 | 0.336 | 0.259 | 0.26 | 0.418 | 0.375 | 0.355 | 0.289 | 0.38 | 0.301 | 0.298 | 0.401 | — | — |