Speech Deepfake Detection on ICF
98.32AccuracySATYAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SATYAMEvaluation Protocol=Proposed2026.04 | 98.32 | 3.27 | |
| SATYAM with Qwen2-1.8BEvaluation Protocol=Proposed, LLM=Qwen2-1.8B2026.04 | 97.14 | 4.53 | |
| W + T + Qwen2-7B (H-BD-SS)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.04 | 96.11 | 5.02 | |
| W + T + Qwen2-7B (H-BD-ST)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.04 | 95.78 | 5.14 | |
| W + T + Qwen2-7B (E-BD)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.04 | 94.93 | 5.39 | |
| W + T + Qwen2-7B(MA)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.04 | 94.01 | 7.02 | |
| W + T + Qwen2-7B (C)Evaluation Protocol=Proposed, Backbone=Whisper + TRILLsson, LLM=Qwen2-7B2026.04 | 93.28 | 7.94 | |
| T + Qwen2-7BEvaluation Protocol=Proposed, Backbone=TRILLsson, LLM=Qwen2-7B2026.04 | 93.21 | 8.09 | |
| Qwen2 audio-baseEvaluation Protocol=Fine-Tuning ALM2026.04 | 93.19 | 8.34 | |
| W + Qwen2-7BEvaluation Protocol=Proposed, Backbone=Whisper, LLM=Qwen2-7B2026.04 | 92.98 | 8.61 | |
| MiOEvaluation Protocol=Pre-Trained Backbone2026.04 | 92.8 | 9.04 | |
| W + T (CA)Evaluation Protocol=Pre-Trained Backbone, Backbone=Whisper + TRILLsson, Fusion=Cross-attention2026.04 | 92.65 | 9.48 | |
| W + T (LF)Evaluation Protocol=Pre-Trained Backbone, Backbone=Whisper + TRILLsson, Fusion=Late-Fusion2026.04 | 92.6 | 9.53 | |
| Wav2vec2-AASISTEvaluation Protocol=Pre-Trained Backbone, Backbone=Wav2vec22026.04 | 92.5 | 9.62 | |
| W-LCCNEvaluation Protocol=Pre-Trained Backbone, Backbone=Whisper2026.04 | 91.98 | 11.89 | |
| AASISTEvaluation Protocol=End-to-end2026.04 | 90.6 | 12.47 | |
| Qwen2 audio-baseEvaluation Protocol=Zero-shot2026.04 | 13.41 | 88.57 | |
| Qwen2 audio-chatEvaluation Protocol=Zero-shot2026.04 | 12.05 | 88.95 | |
| Qwen-audio-baseEvaluation Protocol=Zero-shot2026.04 | 11.17 | 89.23 | |
| Qwen-audio-chatEvaluation Protocol=Zero-shot2026.04 | 10.63 | 89.71 | |
| Audioflamingo 3Evaluation Protocol=Zero-shot2026.04 | 6.98 | 97.21 | |
| Audioflamingo 2Evaluation Protocol=Zero-shot2026.04 | 5.42 | 97.68 | |
| PengiEvaluation Protocol=Zero-shot2026.04 | 3.19 | 98.26 |