5 papers
EPOFusion: Exposure aware Progressive Optimization Method for Infrared and Visible Image Fusion
Zhiwei Wang, Defeng He, Li Zhao +3
Overexposure caused by strong daylight and oncoming headlights frequently overwhelms visible sensors, resulting in critical information loss in visual perception. Infrared and visi…
Deep Speckle Holography Redefines Label-free Nanoparticle Phenotyping
Yanmin Zhu, Yuxing Li, Jingyan Chen +9
Nanoparticle metrology has long been constrained by the assumption that, in mixed and unprocessed fluids, particle size, morphology, composition, and species-specific abundance can…
Joint Segmentation and Grading with Iterative Optimization for Multimodal Glaucoma Diagnosis
Zhiwei Wang, Yuxing Li, Meilu Zhu +2
Accurate diagnosis of glaucoma is challenging, as early-stage changes are subtle and often lack clear structural or appearance cues. Most existing approaches rely on a single modal…
Personalized Federated Learning with Residual Fisher Information for Medical Image Segmentation
Meilu Zhu, Yuxing Li, Zhiwei Wang +1
Federated learning enables multiple clients (institutions) to collaboratively train machine learning models without sharing their private data. To address the challenge of data het…
FL-MedSegBench: A Comprehensive Benchmark for Federated Learning on Medical Image Segmentation
Meilu Zhu, Zhiwei Wang, Axiu Mao +4
Federated learning (FL) offers a privacy-preserving paradigm for collaborative medical image analysis without sharing raw data. However, the absence of standardized benchmarks for…