3 papers
cs.CV2026
SlideMix: Enhancing Whole Slide Image Analysis via Multimodal Shuffling
Chad Wong, Sicheng Chen, Tianyi Zhang +4
Histopathological whole slide images (WSIs) are central to cancer diagnosis, but their gigapixel scale, tissue heterogeneity, weak slide-level supervision, sparse diagnostic region…
cs.CV2026
Geometry-Aware State Space Model: A New Paradigm for Whole-Slide Image Representation
Enhui Chai, Sicheng Chen, Tianyi Zhang +4
Accurate analysis of histopathological images is critical for disease diagnosis and treatment planning. Whole-slide images (WSIs), which digitize tissue specimens at gigapixel reso…
cs.CV2026
MambaBack: Bridging Local Features and Global Contexts in Whole Slide Image Analysis
Sicheng Chen, Chad Wong, Tianyi Zhang +3
Whole Slide Image (WSI) analysis is pivotal in computational pathology, enabling cancer diagnosis by integrating morphological and architectural cues across magnifications. Multipl…