Deception Detection on MU3D
61.25AccuracyDecepGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DecepGPTSource=ours, Set.=LoRA, Mod.=AV2026.03 | 61.25 | 67.22 | — | |
| DeceptionXReasoning=true2026.06 | 60.64 | 61.72 | — | |
| DeceptionXModalities=Video + Audio, Params=7B2026.06 | 60.64 | 61.72 | 78.43 | |
| FacialCueNetSource=AI’23, Set.=Full, Mod.=V2026.03 | 57.64 | 59.13 | — | |
| FacialCueNetReasoning=false2026.06 | 57.64 | 59.13 | — | |
| PECLReasoning=false2026.06 | 56.25 | 45.72 | — | |
| DeceptionXCross-domain setup=D&B → M2026.06 | 56.13 | 58.24 | — | |
| DDABGReasoning=false2026.06 | 55.63 | 51.99 | — | |
| PECLCross-domain setup=D&B → M2026.06 | 55.38 | 52.46 | — | |
| PECLSource=ICCV’23, Set.=Full, Mod.=AV2026.03 | 55.31 | 60.07 | — | |
| AffectGPTModalities=Video + Audio, Params=7B2026.06 | 54.98 | 57.64 | 68.53 | |
| GPT-4oSource=Comm., Set.=ZS, Mod.=V2026.03 | 54.12 | 52.47 | — | |
| Qwen2.5-7B-VLSource=Open, Set.=LoRA, Mod.=AV2026.03 | 53.86 | 56.24 | — | |
| Qwen2.5-OmniModalities=Video + Audio, Params=7B2026.06 | 53.56 | 55.71 | 60.23 | |
| LieNetSource=TCDS’22, Set.=Full, Mod.=AV2026.03 | 53.48 | 33.62 | — | |
| LieNetReasoning=false2026.06 | 53.48 | 33.62 | — | |
| Gemini3ProModalities=Video + Audio, Params=-2026.06 | 51.86 | 55.43 | 56.78 | |
| VideoLLaMA2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 51.84 | 54.62 | — | |
| PandaGPTModalities=Video + Audio, Params=7B2026.06 | 51.57 | 54.21 | 55.43 | |
| LieNetCross-domain setup=D&B → M2026.06 | 51.08 | 59.75 | — | |
| SALMONN2Source=Open, Set.=LoRA, Mod.=AV2026.03 | 51.06 | 53.79 | — | |
| VideoLLaMA2Modalities=Video + Audio, Params=7B2026.06 | 50.78 | 53.64 | 54.58 | |
| Qwen2.5-VLModalities=Video, Params=7B2026.06 | 50.56 | 52.47 | 44.83 | |
| Qwen-OmniSource=Comm., Set.=ZS, Mod.=AV2026.03 | 50.23 | 41.38 | — | |
| Gemini2.5ProModalities=Video + Audio, Params=-2026.06 | 48.64 | 51.23 | 54.43 | |
| Qwen-VL-MaxModalities=Video, Params=-2026.06 | 46.28 | 42.52 | 50.86 |