3 papers
cs.CV2026
Cross-Camera Cow Identification via Disentangled Representation Learning
Runcheng Wang, Yaru Chen, Guiguo Zhang +2
Precise identification of individual cows is a fundamental prerequisite for comprehensive digital management in smart livestock farming. While existing animal identification method…
q-bio.QM2025
Evaluating New AI Cell Foundation Models on Challenging Kidney Pathology Cases Unaddressed by Previous Foundation Models
Runchen Wang, Junlin Guo, Siqi Lu +12
Accurate cell nuclei segmentation is critical for downstream tasks in kidney pathology and remains a major challenge due to the morphological diversity and imaging variability of r…
cs.CV2025
Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment
Yang Hu, Runchen Wang, Stephen Chong Zhao +4
We introduce Perceptual-Initialization (PI), a paradigm shift in visual representation learning that incorporates human perceptual structure during the initialization phase rather…