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cs.CV2026
Cross-Modal-Domain Generalization Through Semantically Aligned Discrete Representations
Souptik Sen, Raneen Younis, Zahra Ahmadi
Multimodal learning seeks to integrate information across diverse sensory sources, yet current approaches struggle to balance cross-modal generalizability with modality-specific st…
cs.CV2025
Learning from the Right Patches: A Two-Stage Wavelet-Driven Masked Autoencoder for Histopathology Representation Learning
Raneen Younis, Louay Hamdi, Lukas Chavez +1
Whole-slide images are central to digital pathology, yet their extreme size and scarce annotations make self-supervised learning essential. Masked Autoencoders (MAEs) with Vision T…