The Truth and Nothing but the Truth: Multimodal Analysis for Deception Detection
We propose a data-driven method for automatic deception detection in real-life trial data using visual and verbal cues. Using OpenFace with facial action unit recognition, we analyze the movement of facial features of the witness when posed with questions and the acoustic patterns using OpenSmile. W...
| 1. VerfasserIn: | |
|---|---|
| Beteiligte: | ; |
| Medienart: | Elektronisch Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
2019
|
| In: | Jahr: 2019 |
| Online-Zugang: |
Volltext (kostenfrei) Volltext (kostenfrei) |
| Verfügbarkeit prüfen: | HBZ Gateway |
| Schlagwörter: |
MARC
| LEADER | 00000cam a22000002c 4500 | ||
|---|---|---|---|
| 001 | 1866133268 | ||
| 003 | DE-627 | ||
| 005 | 20250114054904.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 231018s2019 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1109/icdmw.2016.0137 |2 doi | |
| 035 | |a (DE-627)1866133268 | ||
| 035 | |a (DE-599)KXP1866133268 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 2,1 |2 ssgn | ||
| 100 | 1 | |a Bajpai, Rajiv |e VerfasserIn |4 aut | |
| 245 | 1 | 4 | |a The Truth and Nothing but the Truth: Multimodal Analysis for Deception Detection |
| 264 | 1 | |c 2019 | |
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 520 | |a We propose a data-driven method for automatic deception detection in real-life trial data using visual and verbal cues. Using OpenFace with facial action unit recognition, we analyze the movement of facial features of the witness when posed with questions and the acoustic patterns using OpenSmile. We then perform a lexical analysis on the spoken words, emphasizing the use of pauses and utterance breaks, feeding that to a Support Vector Machine to test deceit or truth prediction. We then try out a method to incorporate utterance-based fusion of visual and lexical analysis, using string based matching.Comment: 6pages, ICDM | ||
| 650 | 4 | |a Research | |
| 700 | 1 | |a Tabibu, Sairam |e VerfasserIn |4 aut | |
| 700 | 1 | |a Jaiswal, Mimansa |e VerfasserIn |4 aut | |
| 856 | |u https://arxiv.org/pdf/1903.04484 |x unpaywall |z Vermutlich kostenfreier Zugang |h repository [oa repository (via OAI-PMH doi match)] | ||
| 856 | 4 | 0 | |u http://arxiv.org/abs/1903.04484 |x Verlag |z kostenfrei |3 Volltext |
| 856 | 4 | 0 | |u https://doi.org/10.1109/icdmw.2016.0137 |x Resolving-System |z kostenfrei |3 Volltext |
| 935 | |a mkri | ||
| 951 | |a BO | ||
| ELC | |a 1 | ||
| LOK | |0 000 xxxxxcx a22 zn 4500 | ||
| LOK | |0 001 4391814021 | ||
| LOK | |0 003 DE-627 | ||
| LOK | |0 004 1866133268 | ||
| LOK | |0 005 20231018043649 | ||
| LOK | |0 008 231018||||||||||||||||ger||||||| | ||
| LOK | |0 035 |a (DE-2619)CORE58958079 | ||
| LOK | |0 040 |a DE-2619 |c DE-627 |d DE-2619 | ||
| LOK | |0 092 |o n | ||
| LOK | |0 852 |a DE-2619 | ||
| LOK | |0 852 1 |9 00 | ||
| LOK | |0 935 |a core | ||
| OAS | |a 1 | ||
| ORI | |a SA-MARC-krimdoka001.raw | ||