3 papers
cs.CV2026
DPAGait: Dynamic Pose-Knowledge-Aware Network for Robust Gait Recognition in the Wild
Zenan Lin, Junduan Huang, Kun Liu +2
Gait biometrics aims at identity recognition by appearance or pose features captured during unconstrained human walking. Existing methods predominantly rely on binary silhouette im…
cs.CV2026
MambaHand: Local Identity and Behavioral Sequence Learning with Mamba for Dynamic Hand Gesture Authentication
Zenan Lin, Junduan Huang, Xilai Wang +1
Dynamic hand gesture authentication (DHGA) is an emerging biometric technique that contains both physiological and behavioral identity characteristics. However, existing methods pr…
cs.CV2025
Instance-Aware Robust Consistency Regularization for Semi-Supervised Nuclei Instance Segmentation
Zenan Lin, Wei Li, Jintao Chen +5
Nuclei instance segmentation in pathological images is crucial for downstream tasks such as tumor microenvironment analysis. However, the high cost and scarcity of annotated data l…