Fundamentals of speech recognition
Fundamentals of speech recognition
Coupled hidden Markov models for complex action recognition
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Tracking Focus of Attention in Meetings
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
A Probabilistic Framework for Joint Head Tracking and Pose Estimation
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Multimodal group action clustering in meetings
Proceedings of the ACM 2nd international workshop on Video surveillance & sensor networks
Identifying the addressee in human-human-robot interactions based on head pose and speech
Proceedings of the 6th international conference on Multimodal interfaces
Influencing group participation with a shared display
CSCW '04 Proceedings of the 2004 ACM conference on Computer supported cooperative work
Modeling Individual and Group Actions in Meetings: A Two-Layer HMM Framework
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 7 - Volume 07
Automatic Analysis of Multimodal Group Actions in Meetings
IEEE Transactions on Pattern Analysis and Machine Intelligence
HLT '01 Proceedings of the first international conference on Human language technology research
Detection of agreement vs. disagreement in meetings: training with unlabeled data
NAACL-Short '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
Automatic detection of interaction groups
ICMI '05 Proceedings of the 7th international conference on Multimodal interfaces
ICMI '05 Proceedings of the 7th international conference on Multimodal interfaces
Extracting information from multimedia meeting collections
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Quantifying interpersonal influence in face-to-face conversations based on visual attention patterns
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Automatic detection of group functional roles in face to face interactions
Proceedings of the 8th international conference on Multimodal interfaces
Detection and application of influence rankings in small group meetings
Proceedings of the 8th international conference on Multimodal interfaces
Automatic discrimination between laughter and speech
Speech Communication
Conversation Clock: Visualizing audio patterns in co-located groups
HICSS '07 Proceedings of the 40th Annual Hawaii International Conference on System Sciences
Using audio and video features to classify the most dominant person in a group meeting
Proceedings of the 15th international conference on Multimedia
Proceedings of the 9th international conference on Multimodal interfaces
Influencing social dynamics in meetings through a peripheral display
Proceedings of the 9th international conference on Multimodal interfaces
Using the influence model to recognize functional roles in meetings
Proceedings of the 9th international conference on Multimodal interfaces
Verbal behavior of the more and the less influential meeting participant
Proceedings of the 2007 workshop on Tagging, mining and retrieval of human related activity information
Proceedings of the 2007 workshop on Tagging, mining and retrieval of human related activity information
Honest Signals: How They Shape Our World
Honest Signals: How They Shape Our World
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Audiovisual laughter detection based on temporal features
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Multimodal recognition of personality traits in social interactions
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Investigating automatic dominance estimation in groups from visual attention and speaking activity
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Predicting the dominant clique in meetings through fusion of nonverbal cues
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Social signal processing: state-of-the-art and future perspectives of an emerging domain
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Meeting mediator: enhancing group collaborationusing sociometric feedback
Proceedings of the 2008 ACM conference on Computer supported cooperative work
You are fired! Nonverbal role analysis in competitive meetings
ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing
On the use of nonverbal speech sounds in human communication
COST 2102'07 Proceedings of the 2007 COST action 2102 international conference on Verbal and nonverbal communication behaviours
Generating nonverbal signals for a sensitive artificial listener
COST 2102'07 Proceedings of the 2007 COST action 2102 international conference on Verbal and nonverbal communication behaviours
The AMI meeting corpus: a pre-announcement
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
VACE multimodal meeting corpus
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Multimodal integration for meeting group action segmentation and recognition
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Dominance detection in meetings using easily obtainable features
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Real-Time feedback on nonverbal behaviour to enhance social dynamics in small group meetings
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
A multimodal analysis of floor control in meetings
MLMI'06 Proceedings of the Third international conference on Machine Learning for Multimodal Interaction
A study on visual focus of attention recognition from head pose in a meeting room
MLMI'06 Proceedings of the Third international conference on Machine Learning for Multimodal Interaction
Audio-visual speech modeling for continuous speech recognition
IEEE Transactions on Multimedia
Modeling individual and group actions in meetings with layered HMMs
IEEE Transactions on Multimedia
IEEE Transactions on Multimedia
Modeling focus of attention for meeting indexing based on multiple cues
IEEE Transactions on Neural Networks
Towards a Subject-Centered Analysis for Automated Video Surveillance
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Image and Vision Computing
Investigating the use of visual focus of attention for audio-visual speaker diarisation
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Predicting remote versus collocated group interactions using nonverbal cues
Proceedings of the ICMI-MLMI '09 Workshop on Multimodal Sensor-Based Systems and Mobile Phones for Social Computing
Sensor-based organizational engineering
Proceedings of the ICMI-MLMI '09 Workshop on Multimodal Sensor-Based Systems and Mobile Phones for Social Computing
IEEE Transactions on Multimedia
Putting the pieces together: multimodal analysis of social attention in meetings
Proceedings of the international conference on Multimedia
The idiap wolf corpus: exploring group behaviour in a competitive role-playing game
Proceedings of the international conference on Multimedia
Multi-scale entropy analysis of dominance in social creative activities
Proceedings of the international conference on Multimedia
The organisation of floor in meetings and the relation with speaker addressee patterns
Proceedings of the 2nd international workshop on Social signal processing
Spatiotemporal-boosted DCT features for head and face gesture analysis
HBU'10 Proceedings of the First international conference on Human behavior understanding
Identifying emergent leadership in small groups using nonverbal communicative cues
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Vlogcast yourself: nonverbal behavior and attention in social media
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Conversation scene analysis based on dynamic Bayesian network and image-based gaze detection
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Recognizing conversational context in group interaction using privacy-sensitive mobile sensors
Proceedings of the 9th International Conference on Mobile and Ubiquitous Multimedia
Automatic detection of dominance and expected interest
EURASIP Journal on Advances in Signal Processing
Nonverbal acoustic communication in human-computer interaction
Artificial Intelligence Review
Robust classification of face and head gestures in video
Image and Vision Computing
HCII'11 Proceedings of the 1st international conference on Human interface and the management of information: interacting with information - Volume Part II
VlogSense: Conversational behavior and social attention in YouTube
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
A multimodal database for mimicry analysis
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Inferring competitive role patterns in reality TV show through nonverbal analysis
Multimedia Tools and Applications
Reconstructing multiparty conversation field by augmenting human head motions via dynamic displays
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Security and Communication Networks
Dominance detection in a reverberated acoustic scenario
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Browsing interaction events in recordings of small group activities via multimedia operators
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Linking speaking and looking behavior patterns with group composition, perception, and performance
Proceedings of the 14th ACM international conference on Multimodal interaction
Spatiotemporal features for effective facial expression recognition
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Image and Vision Computing
The face speaks: contextual and temporal sensitivity to backchannel responses
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Temporal encoded F-formation system for social interaction detection
Proceedings of the 21st ACM international conference on Multimedia
Social interaction detection using a multi-sensor approach
Proceedings of the 21st ACM international conference on Multimedia
Context-based conversational hand gesture classification in narrative interaction
Proceedings of the 15th ACM on International conference on multimodal interaction
HCI'13 Proceedings of the 15th international conference on Human-Computer Interaction: interaction modalities and techniques - Volume Part IV
Vers des Agents Conversationnels Animés Socio-Affectifs
Proceedings of the 25ième conférence francophone on l'Interaction Homme-Machine
Socially-aware interfaces for supporting co-located interaction
Proceedings of the companion publication of the 19th international conference on Intelligent User Interfaces
Facial expression recognition based on anatomy
Computer Vision and Image Understanding
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An increasing awareness of the scientific and technological value of the automatic understanding of face-to-face social interaction has motivated in the past few years a surge of interest in the devising of computational techniques for conversational analysis. As an alternative to existing linguistic approaches for the automatic analysis of conversations, a relatively recent domain is using findings in social cognition, social psychology, and communication that have established the key role that nonverbal communication plays in the formation, maintenance, and evolution of a number of fundamental social constructs, which emerge from face-to-face interactions in time scales that range from short glimpses all the way to long-term encounters. Small group conversations are a specific case on which much of this work has been conducted. This paper reviews the existing literature on automatic analysis of small group conversations using nonverbal communication, and aims at bridging the current fragmentation of the work in this domain, currently split among half a dozen technical communities. The review is organized around the main themes studied in the literature and discusses, in a comparative fashion, about 100 works addressing problems related to the computational modeling of interaction management, internal states, personality traits, and social relationships in small group conversations, along with pointers to the relevant literature in social science. Some of the many open challenges and opportunities in this domain are also discussed.