The recent trends in Artificial Intelligence (AI) are all pointing towards the singularity, i.e., the day the true AI is born, which can pass the Turing Test. However, to achieve singularity, AI needs to understand what makes a human. Emotions define the human consciousness. To properly ...
Jayshree Ghorpade, “Facial Emotion Recognition Using Context Based Multimodal Approach - Metri - 2012 () Citation Context ... Expression, Feature extraction, back propagation. 1. INTRODUCTION Facial expressions convey well heeled information regarding human emotion and cooperate vital responsibility in ...
Context De-confounded Emotion Recognition Abstract Context-Aware Emotion Recognition (CAER) is a crucial and challenging task that aims to perceive the emotional states of the target person with contextual information. Recent approaches invariably focus on designing sophisticated architectures or mechanisms ...
为了更好地实现Transformer中的交互建模,我们设计了三种类型的mask方法,分别对常规上下文建模(conventional context),说话者内相关性(Intra-Speaker)和说话者间相关性(Inter-Speaker)进行建模。此外,Transformer提取的不同的讲话者信息对预测的句子的贡献也不同,因此我们利用注意力机制对它们进行加权。 3、Introduction 论文...
Source:Findings of EMNLP 2020;Exploiting Unsupervised Data for Emotion Recognition in Conversations Code:PRE-CODE Abstract 会话中的情感识别(ERC)本质上是一种文本分类任务,该任务与句子级的情感识别任务不同,ERC任务可用的监督数据有限,这阻碍了模型的最大性能发挥。为解决此问题,本文作者提出了一种新颖而有效的...
We discuss our failure to replicate in the context of the broader literature.doi:10.1080/02699931.2018.1554554Coy, Abbie L.Nelson, Nicole L.Mondloch, Catherine J.Taylor and Francis GroupCognition & Emotion
【论文翻译】DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations,DialogueCRN:会话中情感识别的上下文推理网络作者:DouHu,LingweiWei,XiaoyongHuai原文地址:DialogueCRN:ContextualReasoningNetworksforEmotionRecognitioninConvers
Given the large amount of available conversational data, we investigate whether generative conversational models can be leveraged to transfer affective knowledge for detecting emotions in context. We propose an approach, TL-ERC, where we pre-train a hierarchical dialogue model on multi-turn ...
Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation (NAACL 2022) - rungjoo/CoMPM
5.2 Effect of Context Window 上下文窗口的影响 5.3 Ablation Study 消融研究/模型简化研究 5.4 Performance on Short Utterances 在短话语上的效果 5.5 Error Analysis 误差分析 6 Conclusion DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversationaclanthology.org/D19-1015.pdf...