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Shanti Stewart

3 accepted papers

2025

Semi-Supervised Contrastive Learning for Controllable Video-to-Music Retrieval

ICASSP 2025accepted

Content creators often use music to enhance their videos, from soundtracks in movies to background music in video blogs and social media content. However, identifying the best music for a video can be a difficult and time-consuming task. To address this challenge, we propose a novel framework for au…

Cited by 0SourceScholar
2024

Emotion-Aligned Contrastive Learning Between Images and Music

ICASSP 2024accepted

Traditional music search engines rely on retrieval methods that match natural language queries with music metadata. There have been increasing efforts to expand retrieval methods to consider the audio characteristics of music itself, using queries of various modalities including text, video, and spe…

Cited by 0SourceScholar
2023

On the Role of Visual Context in Enriching Music Representations

ICASSP 2023accepted

Human perception and experience of music is highly context-dependent. Contextual variability contributes to differences in how we interpret and interact with music, challenging the design of robust models for information retrieval. Incorporating multimodal context from diverse sources provides a pro…

Cited by 0SourceScholar