565 citations · 2.8k across the 120 of their papers we have counts for
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Lattice Recurrent Unit: Improving Convergence and Statistical Efficiency for Sequence Modeling
Chaitanya Ahuja, Louis-Philippe Morency
Recurrent neural networks have shown remarkable success in modeling sequences. However low resource situations still adversely affect the generalizability of these models. We intro…
Hand2Face: Automatic Synthesis and Recognition of Hand Over Face Occlusions
Behnaz Nojavanasghari, Charles. E. Hughes, Tadas Baltrusaitis +1
A person's face discloses important information about their affective state. Although there has been extensive research on recognition of facial expressions, the performance of exi…
Tensor Fusion Network for Multimodal Sentiment Analysis
Amir Zadeh, Minghai Chen, Soujanya Poria +2
Multimodal sentiment analysis is an increasingly popular research area, which extends the conventional language-based definition of sentiment analysis to a multimodal setup where o…
Preserving Intermediate Objectives: One Simple Trick to Improve Learning for Hierarchical Models
Abhilasha Ravichander, Shruti Rijhwani, Rajat Kulshreshtha +3
Hierarchical models are utilized in a wide variety of problems which are characterized by task hierarchies, where predictions on smaller subtasks are useful for trying to predict a…
Combating Human Trafficking with Deep Multimodal Models
Edmund Tong, Amir Zadeh, Cara Jones +1
Human trafficking is a global epidemic affecting millions of people across the planet. Sex trafficking, the dominant form of human trafficking, has seen a significant rise mostly d…
Multimodal Machine Learning: A Survey and Taxonomy
Tadas Baltrušaitis, Chaitanya Ahuja, Louis-Philippe Morency
Our experience of the world is multimodal - we see objects, hear sounds, feel texture, smell odors, and taste flavors. Modality refers to the way in which something happens or is e…
GazeDirector: Fully Articulated Eye Gaze Redirection in Video
Erroll Wood, Tadas Baltrusaitis, Louis-Philippe Morency +2
We present GazeDirector, a new approach for eye gaze redirection that uses model-fitting. Our method first tracks the eyes by fitting a multi-part eye region model to video frames…
Affect-LM: A Neural Language Model for Customizable Affective Text Generation
Sayan Ghosh, Mathieu Chollet, Eugene Laksana +2
Human verbal communication includes affective messages which are conveyed through use of emotionally colored words. There has been a lot of research in this direction but the probl…
Deducing the severity of psychiatric symptoms from the human voice
Rita Singh, Justin Baker, Luciana Pennant +1
Psychiatric illnesses are often associated with multiple symptoms, whose severity must be graded for accurate diagnosis and treatment. This grading is usually done by trained clini…