| { |
| "ckpt": "/apdcephfs_gy4/share_303628665/joywu/research/LipFD/checkpoints/lipfd_train/model_epoch_5.pth", |
| "saved_at": "2026-06-25 21:18:28", |
| "load_info": { |
| "missing_count": 0, |
| "unexpected_count": 0 |
| }, |
| "real_list_path": "datasets/FairTalking-Bench/test/0_real", |
| "fake_list_path": "datasets/FairTalking-Bench/test/1_fake", |
| "demographics_csv": "/apdcephfs_gy4/share_303628665/joywu/research/test.csv", |
| "seed": 42, |
| "n_clips": 581, |
| "n_samples": 11610, |
| "overall_clip": { |
| "AUROC": 0.9333807323142551, |
| "AP": 0.9327153892461657, |
| "Accuracy@0.50": 0.8450946643717728, |
| "Confusion Matrix": [ |
| [ |
| 242, |
| 49 |
| ], |
| [ |
| 41, |
| 249 |
| ] |
| ], |
| "Classification Report": { |
| "0": { |
| "precision": 0.8551236749116607, |
| "recall": 0.8316151202749141, |
| "f1-score": 0.843205574912892, |
| "support": 291.0 |
| }, |
| "1": { |
| "precision": 0.8355704697986577, |
| "recall": 0.8586206896551725, |
| "f1-score": 0.8469387755102041, |
| "support": 290.0 |
| }, |
| "accuracy": 0.8450946643717728, |
| "macro avg": { |
| "precision": 0.8453470723551593, |
| "recall": 0.8451179049650432, |
| "f1-score": 0.8450721752115481, |
| "support": 581.0 |
| }, |
| "weighted avg": { |
| "precision": 0.8453638995540517, |
| "recall": 0.8450946643717728, |
| "f1-score": 0.8450689624743731, |
| "support": 581.0 |
| } |
| }, |
| "EER_threshold": 0.5060416251420975, |
| "Acc@EER": 0.8433734939759037, |
| "TPR@FPR=1%": 0.5137931034482759, |
| "TPR@FPR=0.1%": 0.0896551724137931, |
| "Accuracy": 0.8450946643717728 |
| }, |
| "per_fake_vs_real": { |
| "EDTalk": { |
| "AUROC": 0.9378828626923652, |
| "AP": 0.8637361754335757, |
| "Accuracy@0.50": 0.8407310704960835, |
| "Confusion Matrix": [ |
| [ |
| 242, |
| 49 |
| ], |
| [ |
| 12, |
| 80 |
| ] |
| ], |
| "Classification Report": { |
| "0": { |
| "precision": 0.952755905511811, |
| "recall": 0.8316151202749141, |
| "f1-score": 0.8880733944954128, |
| "support": 291.0 |
| }, |
| "1": { |
| "precision": 0.6201550387596899, |
| "recall": 0.8695652173913043, |
| "f1-score": 0.7239819004524886, |
| "support": 92.0 |
| }, |
| "accuracy": 0.8407310704960835, |
| "macro avg": { |
| "precision": 0.7864554721357504, |
| "recall": 0.8505901688331092, |
| "f1-score": 0.8060276474739507, |
| "support": 383.0 |
| }, |
| "weighted avg": { |
| "precision": 0.8728622247254006, |
| "recall": 0.8407310704960835, |
| "f1-score": 0.8486571609394101, |
| "support": 383.0 |
| } |
| }, |
| "EER_threshold": 0.5170380979776382, |
| "Acc@EER": 0.8746736292428199, |
| "TPR@FPR=1%": 0.5760869565217391, |
| "TPR@FPR=0.1%": 0.10869565217391304, |
| "Accuracy": 0.8407310704960835 |
| }, |
| "Float": { |
| "AUROC": 0.9278680941052074, |
| "AP": 0.8317222383016976, |
| "Accuracy@0.50": 0.8354430379746836, |
| "Confusion Matrix": [ |
| [ |
| 242, |
| 49 |
| ], |
| [ |
| 16, |
| 88 |
| ] |
| ], |
| "Classification Report": { |
| "0": { |
| "precision": 0.937984496124031, |
| "recall": 0.8316151202749141, |
| "f1-score": 0.8816029143897997, |
| "support": 291.0 |
| }, |
| "1": { |
| "precision": 0.6423357664233577, |
| "recall": 0.8461538461538461, |
| "f1-score": 0.7302904564315352, |
| "support": 104.0 |
| }, |
| "accuracy": 0.8354430379746836, |
| "macro avg": { |
| "precision": 0.7901601312736943, |
| "recall": 0.8388844832143801, |
| "f1-score": 0.8059466854106674, |
| "support": 395.0 |
| }, |
| "weighted avg": { |
| "precision": 0.8601428052661323, |
| "recall": 0.8354430379746836, |
| "f1-score": 0.841763684952687, |
| "support": 395.0 |
| } |
| }, |
| "EER_threshold": 0.5007072478532791, |
| "Acc@EER": 0.8379746835443038, |
| "TPR@FPR=1%": 0.46153846153846156, |
| "TPR@FPR=0.1%": 0.07692307692307693, |
| "Accuracy": 0.8354430379746836 |
| }, |
| "SadTalk": { |
| "AUROC": 0.9350734810265409, |
| "AP": 0.8440944635739278, |
| "Accuracy@0.50": 0.8389610389610389, |
| "Confusion Matrix": [ |
| [ |
| 242, |
| 49 |
| ], |
| [ |
| 13, |
| 81 |
| ] |
| ], |
| "Classification Report": { |
| "0": { |
| "precision": 0.9490196078431372, |
| "recall": 0.8316151202749141, |
| "f1-score": 0.8864468864468865, |
| "support": 291.0 |
| }, |
| "1": { |
| "precision": 0.6230769230769231, |
| "recall": 0.8617021276595744, |
| "f1-score": 0.7232142857142857, |
| "support": 94.0 |
| }, |
| "accuracy": 0.8389610389610389, |
| "macro avg": { |
| "precision": 0.7860482654600301, |
| "recall": 0.8466586239672442, |
| "f1-score": 0.8048305860805861, |
| "support": 385.0 |
| }, |
| "weighted avg": { |
| "precision": 0.86943879649762, |
| "recall": 0.8389610389610389, |
| "f1-score": 0.8465926930212644, |
| "support": 385.0 |
| } |
| }, |
| "EER_threshold": 0.5093957483768463, |
| "Acc@EER": 0.8519480519480519, |
| "TPR@FPR=1%": 0.5106382978723404, |
| "TPR@FPR=0.1%": 0.0851063829787234, |
| "Accuracy": 0.8389610389610389 |
| } |
| }, |
| "fairness_overall": { |
| "gender": { |
| "F_FPR": 1.776098252243742, |
| "F_MEO": 3.552196504487484, |
| "F_DP": 1.297577854671278, |
| "F_OAE": 0.42423093330805073, |
| "groups": { |
| "Female": { |
| "n": 289, |
| "fpr": 0.18620689655172415, |
| "tpr": 0.8680555555555556, |
| "acc": 0.8408304498269896, |
| "dp": 0.5259515570934256 |
| }, |
| "Male": { |
| "n": 292, |
| "fpr": 0.1506849315068493, |
| "tpr": 0.8493150684931506, |
| "acc": 0.8493150684931506, |
| "dp": 0.5 |
| } |
| } |
| }, |
| "race4": { |
| "F_FPR": 7.01785844183937, |
| "F_MEO": 19.366197183098592, |
| "F_DP": 1.852662982397705, |
| "F_OAE": 4.772497070437377, |
| "groups": { |
| "Asian": { |
| "n": 143, |
| "fpr": 0.25, |
| "tpr": 0.8169014084507042, |
| "acc": 0.7832167832167832, |
| "dp": 0.5314685314685315 |
| }, |
| "Black": { |
| "n": 146, |
| "fpr": 0.17567567567567569, |
| "tpr": 0.8611111111111112, |
| "acc": 0.8424657534246576, |
| "dp": 0.5136986301369864 |
| }, |
| "Indian": { |
| "n": 145, |
| "fpr": 0.056338028169014086, |
| "tpr": 0.8918918918918919, |
| "acc": 0.9172413793103448, |
| "dp": 0.4827586206896552 |
| }, |
| "White": { |
| "n": 147, |
| "fpr": 0.1891891891891892, |
| "tpr": 0.863013698630137, |
| "acc": 0.8367346938775511, |
| "dp": 0.5238095238095238 |
| } |
| } |
| }, |
| "age_group": { |
| "F_FPR": 9.584439474572948, |
| "F_MEO": 31.25, |
| "F_DP": 4.933464365664702, |
| "F_OAE": 5.285015605545574, |
| "groups": { |
| "0-9": { |
| "n": 96, |
| "fpr": 0.041666666666666664, |
| "tpr": 0.8125, |
| "acc": 0.8854166666666666, |
| "dp": 0.4270833333333333 |
| }, |
| "10-19": { |
| "n": 97, |
| "fpr": 0.12244897959183673, |
| "tpr": 0.875, |
| "acc": 0.8762886597938144, |
| "dp": 0.4948453608247423 |
| }, |
| "20-29": { |
| "n": 96, |
| "fpr": 0.14583333333333334, |
| "tpr": 0.875, |
| "acc": 0.8645833333333334, |
| "dp": 0.5104166666666666 |
| }, |
| "30-39": { |
| "n": 98, |
| "fpr": 0.14285714285714285, |
| "tpr": 0.9183673469387755, |
| "acc": 0.8877551020408163, |
| "dp": 0.5306122448979592 |
| }, |
| "40-49": { |
| "n": 98, |
| "fpr": 0.20408163265306123, |
| "tpr": 0.8367346938775511, |
| "acc": 0.8163265306122449, |
| "dp": 0.5204081632653061 |
| }, |
| "50+": { |
| "n": 96, |
| "fpr": 0.3541666666666667, |
| "tpr": 0.8333333333333334, |
| "acc": 0.7395833333333334, |
| "dp": 0.59375 |
| } |
| } |
| } |
| } |
| } |