Unpaired Canonical Correlation Analysis
stat.ML, cs.LG
Submitted: 2026-10-07
Updated: 2026-10-07
Code: https://github.com/shaham-lab/UCCA
Project page: https://shaham-lab.github.io/UCCA_page
Terminology
Sources
- Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing
- Weakly Supervised Vision-and-Language Pre-training with Relative Representations
- ContourDiff: Unpaired Medical Image Translation with Structural Consistency
- Towards Aligned Canonical Correlation Analysis: Preliminary Formulation and Proof-of-Concept Results
- mini-vec2vec: Scaling Universal Geometry Alignment with Linear Transformations
- Better Together: Leveraging Unpaired Multimodal Data for Stronger Unimodal Models
- Continual Learning-Based Unified Model for Unpaired Image Restoration Tasks
- CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features
- SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport
- Nonlinear Sparse Generalized Canonical Correlation Analysis for Multi-view High-dimensional Data
- Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency
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