Self|supervised Contrastive Learning of Multi|view Facial Expressions

Self-supervised Contrastive Learning of Multi-view Facial Expressions

We propose Contrastive Learning of Multi-view facial Expressions (CL-MEx) to exploit facial images captured simultaneously from different angles towards FER.

Self-supervised Contrastive Learning of Multi-view Facial Expressions

Despite recent advancements in FER, performance often drops significantly for non-frontal facial images. We propose Contrastive Learning of ...

Self-supervised Contrastive Learning of Multi-view Facial Expressions

This work proposes Contrastive Learning of Multi-view facial Expressions (CL-MEx) to exploit facial images captured simultaneously from different angles ...

Self-supervised Contrastive Learning of Multi-view Facial Expressions

We propose Contrastive Learning of. Multi-view facial Expressions (CL-MEx) to exploit facial images cap- tured simultaneously from different ...

Self-supervised Contrastive Learning of Multi-view Facial Expressions

[22] Designed a training paradigm that employed contrastive learning for self-supervised facial expression recognition in multi-view images. Although effective, ...

[PDF] Revisiting Self-Supervised Contrastive Learning for Facial ...

This paper revisits the use of self-supervised contrastive learning and explores three core strategies to enforce expression-specific representations and to ...

Revisiting Self-Supervised Contrastive Learning for Facial ...

supervised instance-level contrastive learning for facial expression recognition. ... Self-supervised contrastive learning of multi-view facial expressions. In ...

ClaudiaShu/SSL-FER: [BMVC 2022] This is the official code ... - GitHub

[BMVC 2022] This is the official code of our Paper "Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition" - ClaudiaShu/SSL-FER.

Emotion-aware Multi-view Contrastive Learning for Facial ... - ECVA

When a person recognizes another's emotion, he or she rec- ognizes the (facial) features associated with emotional expression. So, for a machine to recognize ...

Multi-Task Multi-Modal Self-Supervised Learning for Facial ...

Hence, it is essential to exploit multiple modalities when designing machine learning-based facial expression recognition systems. In addition, given the ever- ...

Self-supervised Contrastive Learning of Multi-view Facial Expressions

List of references. Philip Bachman R Devon Hjelm and William Buchwalter. 2019. Learning representations by maximizing mutual information across views. arXiv ...

Semi-Supervised Contrastive Learning for Facial Expression ...

Self-supervised contrastive learning of multi-view facial expressions. In Proceedings of the International Conference on Multimodal Interaction,. 2021. [37] ...

Revisiting Self-Supervised Contrastive Learning for Facial ...

The success of most advanced facial expression recognition works relies heavily on large-scale annotated datasets. However, it poses great challenges in ...

Micro-Expression Recognition Using Dual-View Self-Supervised ...

We propose a multimodal contrastive learning pre-training model based on Action Unit (AU) intensity perception.

Pose-Disentangled Contrastive Learning for Self-Supervised Facial ...

related features and use face contrastive learning scheme to learn pose-unrelated facial features. ... trastive learning of multi-view facial expressions. In.

Contrastive Learning of View-invariant Representations for Facial...

... self-supervised loss. We test the proposed framework on two public multi-view facial expression recognition datasets, KDEF and DDCF. The ...

Self-supervised extracted contrast network for facial expression ...

The latter learns fine-grained features using knowledge distillation and explores multi-scale contextual information to improve feature learning ...

Semi-supervised Contrastive Learning for Facial Expression ... - Scilit

Emotion-aware Multi-view Contrastive Learning for Facial Emotion Recognition. Published by Springer Nature ,2022. Learn from All: Erasing Attention ...

Facial Expressions Recognitions with Supervised Contrastive ...

Keywords: Facial Expression Recognition; Convultional Neural Networks; Supervised Contrastive Learning. Abstract. Facial expressions are ...

Micro-expression recognition with supervised contrastive learning