Search Results for author:
Found 9 papers, 4 papers with code
MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Facial Expression Recognition in-the-wild
Within the field of multimodal DFER, recent methods have focused on exploiting advances of self-supervised learning (SSL) for pre-training of strong multimodal encoders.
Ranked #1 on
Dynamic Facial Expression Recognition
on MAFW
Dynamic Facial Expression Recognition
Facial Expression Recognition
+2
Improving Unimodal Inference with Multimodal Transformers
Interestingly, we also observe that optimization of the unimodal branches improves the multimodal branch, compared to a similar multimodal model trained from scratch.
Self-attention fusion for audiovisual emotion recognition with incomplete data
In this paper, we consider the problem of multimodal data analysis with a use case of audiovisual emotion recognition.
Ranked #1 on
Facial Emotion Recognition
on RAVDESS
Self-Attention Neural Bag-of-Features
In this work, we propose several attention formulations for multivariate sequence data.
Learning to ignore: rethinking attention in CNNs
Based on this idea, we propose to reformulate the attention mechanism in CNNs to learn to ignore instead of learning to attend.
Ensembling object detectors for image and video data analysis
In this paper, we propose a method for ensembling the outputs of multiple object detectors for improving detection performance and precision of bounding boxes on image data.
Incremental Fast Subclass Discriminant Analysis
This paper proposes an incremental solution to Fast Subclass Discriminant Analysis (fastSDA).
Speed-up and multi-view extensions to Subclass Discriminant Analysis
We show that by exploiting the structure of the between-class Laplacian matrix, the eigendecomposition step can be substituted with a much faster process.
Machine Learning Based Analysis of Finnish World War II Photographers
In this paper, we demonstrate the benefits of using state-of-the-art machine learning methods in the analysis of historical photo archives.
