3 papers
cs.AI2026
CAPT: A Multi-task Continuous Autoregressive Transformer enabling Cross-dataset and Cross-species Transfer for Calcium Population Dynamics
Xinhong Xu, Yimeng Zhang, Yuanlong Zhang
Large-scale calcium imaging has created an opportunity to build foundation-style models for neural population dynamics, but a central question remains unresolved: \textbf{whether a…
q-bio.QM2026
CalM: A Self-Supervised Foundation Model for Population Dynamics in Calcium Imaging Data
Xinhong Xu, Yimeng Zhang, Qichen Qian +1
Recent work suggests that large-scale, multi-animal modeling can significantly improve neural recording analysis. However, for functional calcium traces, existing approaches remain…
cs.CV2025
Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing
Xiongfei Su, Siyuan Li, Yuning Cui +7
Image dehazing is a crucial task that involves the enhancement of degraded images to recover their sharpness and textures. While vision Transformers have exhibited impressive resul…