5 papers
BRIDGE: Behavior-Guided Residual Integration with Dual-Frequency Graph Evidence
Zesheng Li, Chengchang Pan, Honggang Qi
Multimodal recommendation improves item representations by combining visual, textual, and collaborative signals, but stronger cross-view alignment does not always improve ranking.…
GraSP-VL: Length as a Semantic Granularity Interface for Vision-Language Representations
Zesheng Li, Chengchang Pan, Honggang Qi
Frozen vision-language embeddings contain signals at multiple semantic resolutions, from object identity to attributes, relations, and full-caption meaning, but they expose these s…
A Dynamic Prognostic Prediction Method for Colorectal Cancer Liver Metastasis
Wei Yang, Yiran Zhu, Yan su +3
Colorectal cancer liver metastasis (CRLM) exhibits high postoperative recurrence and pronounced prognostic heterogeneity, challenging individualized management. Existing prognostic…
4D-ACFNet: A 4D Attention Mechanism-Based Prognostic Framework for Colorectal Cancer Liver Metastasis Integrating Multimodal Spatiotemporal Features
Zesheng Li, Wei Yang, Yan Su +5
Postoperative prognostic prediction for colorectal cancer liver metastasis (CRLM) remains challenging due to tumor heterogeneity, dynamic evolution of the hepatic microenvironment,…
DynSegNet:Dynamic Architecture Adjustment for Adversarial Learning in Segmenting Hemorrhagic Lesions from Fundus Images
Zesheng Li, Minwen Liao, Haoran Chen +3
The hemorrhagic lesion segmentation plays a critical role in ophthalmic diagnosis, directly influencing early disease detection, treatment planning, and therapeutic efficacy evalua…