ModalChorus : Visual Probing and Alignment of Multi-Modal Embeddings via Modal Fusion Map

Multi-modal embeddings form the foundation for vision-language models, such as CLIP embeddings, the most widely used text-image embeddings. However, these embeddings are vulnerable to subtle misalignment of cross-modal features, resulting in decreased model performance and diminished generalization....

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Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 31(2025), 1 vom: 03. Jan., Seite 294-304
1. Verfasser: Ye, Yilin (VerfasserIn)
Weitere Verfasser: Xiao, Shishi, Zeng, Xingchen, Zeng, Wei
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article