Geometry-constrained open set recognition with frozen foundation model features for industrial inspection. - Yingjun Xiao; Xi Chen; Luyu Xie; Siyuan Chen 005; Xiangjun Xiao; Lingxi Peng (Expert Syst. Appl., 2026)

STSA-Net: Small Target Sensitive and Adaptive Sparse Network for Infrared Reconstruction. - Xiangjun Xiao; Yingjun Xiao; Letao Xu; Lingxi Peng (IEEE Signal Process. Lett., 2026)

Community-aware evaluation and threshold calibration for open-set plankton image recognition. - Xi Chen; Eryuan Huang; Yingjun Xiao; Gang Fang (CoRR, 2026)

Evidence-Guided Unknown Rejection for High-Confidence Near-Known Unknowns. - Xi Chen; Yingjun Xiao; Gang Fang (CoRR, 2026)

DualMem: Bypassing the Objectness Bottleneck for Calibrated Unknown-Stream Filtering in Open-World Object Detection. - Yingjun Xiao; Xi Chen; Gang Fang; Siyuan Chen (CoRR, 2026)