{ "per_ckpt": { "baseline": { "ckpt": "/workspace/quangmanh/deepfake/outputs/finetune/convnext_baseline.pt", "accuracy": 0.994052676295667, "precision": 1.0, "recall": 0.9881053525913339, "f1": 0.994017094017094, "roc_auc": 0.9998238685539681, "TN": 1177, "FP": 0, "FN": 14, "TP": 1163, "real_acc": 1.0, "fake_recall": 0.9881053525913339 }, "v2": { "ckpt": "/workspace/quangmanh/deepfake/outputs/finetune/convnext_weakfix_v2.pt", "accuracy": 0.9966015293118097, "precision": 1.0, "recall": 0.9932030586236194, "f1": 0.9965899403239556, "roc_auc": 0.9998830602694379, "TN": 1177, "FP": 0, "FN": 8, "TP": 1169, "real_acc": 1.0, "fake_recall": 0.9932030586236194 }, "v3": { "ckpt": "/workspace/quangmanh/deepfake/outputs/finetune/convnext_weakfix_v3.pt", "accuracy": 0.9970263381478335, "precision": 0.9991467576791809, "recall": 0.9949022939677146, "f1": 0.9970200085142614, "roc_auc": 0.9999130170522671, "TN": 1176, "FP": 1, "FN": 6, "TP": 1171, "real_acc": 0.9991503823279524, "fake_recall": 0.9949022939677146 } }, "rows": [ { "method": "mcnet", "n": 27, "det_baseline": 1.0, "det_v3": 0.9629629629629629, "delta_det": -0.03703703703703709 }, { "method": "fsgan", "n": 26, "det_baseline": 0.9615384615384616, "det_v3": 0.9615384615384616, "delta_det": 0.0 }, { "method": "facedancer", "n": 27, "det_baseline": 0.9629629629629629, "det_v3": 0.9629629629629629, "delta_det": 0.0 }, { "method": "lia", "n": 27, "det_baseline": 0.9629629629629629, "det_v3": 0.9629629629629629, "delta_det": 0.0 }, { "method": "DiT", "n": 41, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "MRAA", "n": 29, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "MidJourney", "n": 26, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "RDDM", "n": 22, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "StyleGAN2", "n": 25, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "StyleGAN3", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "StyleGANXL", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "VQGAN", "n": 24, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "blendface", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "danet", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "ddim", "n": 24, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "deepfacelab", "n": 1, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "e4e", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "e4s", "n": 15, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "facevid2vid", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "fomm", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "hyperreenact", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "inswap", "n": 19, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "one_shot_free", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "pirender", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "pixart", "n": 37, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "simswap", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "stargan", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "starganv2", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "styleclip", "n": 40, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "tpsm", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "uniface", "n": 27, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "wav2lip", "n": 22, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "whichfaceisreal", "n": 30, "det_baseline": 1.0, "det_v3": 1.0, "delta_det": 0.0 }, { "method": "sd2.1", "n": 64, "det_baseline": 0.984375, "det_v3": 1.0, "delta_det": 0.015625 }, { "method": "mobileswap", "n": 56, "det_baseline": 0.9821428571428571, "det_v3": 1.0, "delta_det": 0.017857142857142905 }, { "method": "SiT", "n": 40, "det_baseline": 0.975, "det_v3": 1.0, "delta_det": 0.025000000000000022 }, { "method": "CollabDiff", "n": 31, "det_baseline": 0.967741935483871, "det_v3": 1.0, "delta_det": 0.032258064516129004 }, { "method": "sadtalker", "n": 26, "det_baseline": 0.8846153846153846, "det_v3": 0.9230769230769231, "delta_det": 0.03846153846153855 }, { "method": "faceswap", "n": 27, "det_baseline": 0.8888888888888888, "det_v3": 1.0, "delta_det": 0.11111111111111116 }, { "method": "heygen", "n": 1, "det_baseline": 0.0, "det_v3": 1.0, "delta_det": 1.0 } ] }