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ResearchFormerly WizWand

Speech Deepfake Detection on ICF

98.32AccuracySATYAM
-0.615225.069950.75576.4401Apr 21, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SATYAMEvaluation Protocol=Proposed2026.0498.323.27
SATYAM with Qwen2-1.8BEvaluation Protocol=Proposed, LLM=Qwen2-1.8B2026.0497.144.53
W + T + Qwen2-7B (H-BD-SS)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.0496.115.02
W + T + Qwen2-7B (H-BD-ST)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.0495.785.14
W + T + Qwen2-7B (E-BD)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.0494.935.39
W + T + Qwen2-7B(MA)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.0494.017.02
W + T + Qwen2-7B (C)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.0493.287.94
T + Qwen2-7BEvaluation Protocol=Proposed, Backbone=TRILLsson, LLM=Qwen2-7B2026.0493.218.09
Qwen2 audio-baseEvaluation Protocol=Fine-Tuning ALM2026.0493.198.34
W + Qwen2-7BEvaluation Protocol=Proposed, Backbone=Whisper, LLM=Qwen2-7B2026.0492.988.61
MiOEvaluation Protocol=Pre-Trained Backbone2026.0492.89.04
W + T (CA)Evaluation Protocol=Pre-Trained Backbone, Backbone=Whisper + TRILLsson, Fusion=Cross-attention2026.0492.659.48
W + T (LF)Evaluation Protocol=Pre-Trained Backbone, Backbone=Whisper + TRILLsson, Fusion=Late-Fusion2026.0492.69.53
Wav2vec2-AASISTEvaluation Protocol=Pre-Trained Backbone, Backbone=Wav2vec22026.0492.59.62
W-LCCNEvaluation Protocol=Pre-Trained Backbone, Backbone=Whisper2026.0491.9811.89
AASISTEvaluation Protocol=End-to-end2026.0490.612.47
Qwen2 audio-baseEvaluation Protocol=Zero-shot2026.0413.4188.57
Qwen2 audio-chatEvaluation Protocol=Zero-shot2026.0412.0588.95
Qwen-audio-baseEvaluation Protocol=Zero-shot2026.0411.1789.23
Qwen-audio-chatEvaluation Protocol=Zero-shot2026.0410.6389.71
Audioflamingo 3Evaluation Protocol=Zero-shot2026.046.9897.21
Audioflamingo 2Evaluation Protocol=Zero-shot2026.045.4297.68
PengiEvaluation Protocol=Zero-shot2026.043.1998.26