Papers Speaker Profiling
“Speaker Profiling” 태그가 달린 논문 8편 · 필터 해제
CoLMbo: Speaker Language Model for Descriptive Profiling
Speaker recognition systems are often limited to classification tasks and struggle to generate detailed speaker characteristics or provide context-rich descriptions. These models primarily extract embeddings for speaker …
DescriptiveLanguage ModelingLanguage Modellingmodel+3TIMIT Speaker Profiling: A Comparison of Multi-task learning and Single-task learning Approaches
This study employs deep learning techniques to explore four speaker profiling tasks on the TIMIT dataset, namely gender classification, accent classification, age estimation, and speaker identification, highlighting the …
Age EstimationClassificationDeep LearningFeature Engineering+5Speaker Profiling in Multiparty Conversations
In conversational settings, individuals exhibit unique behaviors, rendering a one-size-fits-all approach insufficient for generating responses by dialogue agents. Although past studies have aimed to create personalized d…
Speaker ProfilingvalidSpeaker Profiling in Multi-party Conversations
In a conversation, individual speakers respond uniquely. Consequently, a `one size fits all' technique is not the best way for a dialog agent to generate responses. While many studies design personalized dialog agents wi…
AllSpeaker ProfilingLearning Speaker Representation with Semi-supervised Learning approach for Speaker Profiling
Speaker profiling, which aims to estimate speaker characteristics such as age and height, has a wide range of applications inforensics, recommendation systems, etc. In this work, we propose a semisupervised learning appr…
Age EstimationRecommendation SystemsRepresentation LearningSpeaker ProfilingSPARTA: Speaker Profiling for ARabic TAlk
This paper proposes a novel approach to an automatic estimation of three speaker traits from Arabic speech: gender, emotion, and dialect. After showing promising results on different text classification tasks, the multi-…
Multi-Task LearningSpeaker Profilingtext-classificationText ClassificationNISP: A Multi-lingual Multi-accent Dataset for Speaker Profiling
Many commercial and forensic applications of speech demand the extraction of information about the speaker characteristics, which falls into the broad category of speaker profiling. The speaker characteristics needed for…
Speaker ProfilingLeveraging Native Language Speech for Accent Identification using Deep Siamese Networks
The problem of automatic accent identification is important for several applications like speaker profiling and recognition as well as for improving speech recognition systems. The accented nature of speech can be primar…
Speaker Profilingspeech-recognitionSpeech Recognition