activity
20242026
most citedDeep Learning Meets Process-Based Models: A Hybrid Approach to Agricultural Challenges

5 citations · 5 across the 7 of their papers we have counts for

collaborators

8 papers

cs.LG2026

LDAC-Net: A Learnable Multi-Lag Differencing Attention-Convolution Network for Drift-Robust Recognition with Low-Cost MOX Gas Sensors

Xin Zhang, Liangxiu Han, Yue Shi +1

Portable electronic-nose systems based on low-cost metal-oxide (MOX) gas sensors offer a practical solution for gas and odour recognition, but their signals are affected by slow ch…

cs.CV2026

Physics Closure Matters for Machine Olfaction: A Maxwell-Stefan Graph Solver for Identifiable Dynamic Gas Unmixing

Yue Shi, Liangxiu Han, Xin Zhang +1

Machine olfaction for gas unmixing is an underconstrained inverse problem in which gas compositions must be inferred from low-dimensional, delayed, and entangled sensor responses p…

cs.CV2026

GeoTopoDiff: Learning Geometry--Topology Graph Priors through Boundary-Constrained Mixed Diffusion for Sparse-Slice 3D Porous Reconstruction

Yue Shi, Peng Wang, Mingzhe Yu +5

Diffusion-based voxel prior modelling is challenging for the reconstruction of large-scale 3D porous microstructures. Due to the demanding requirements for simultaneously modelling…

cs.AI2026

AgriPINN: A Process-Informed Neural Network for Interpretable and Scalable Crop Biomass Prediction Under Water Stress

Yue Shi, Liangxiu Han, Xin Zhang +7

Accurate prediction of crop above-ground biomass (AGB) under water stress is critical for monitoring crop productivity, guiding irrigation, and supporting climate-resilient agricul…

cs.CV2025

Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

Hongyi Wang, Zhengjie Zhu, Junlin Hou +13

The rapid digitization of histopathology slides has opened new opportunities for computational tools in clinical and research workflows. Content-based slide retrieval can help path…

cs.CV2025

HMSViT: A Hierarchical Masked Self-Supervised Vision Transformer for Corneal Nerve Segmentation and Diabetic Neuropathy Diagnosis

Xin Zhang, Liangxiu Han, Yue Shi +4

Diabetic Peripheral Neuropathy (DPN) affects nearly half of diabetes patients, requiring early detection. Corneal Confocal Microscopy (CCM) enables non-invasive diagnosis, but auto…

cs.LG2025★ 5 cited

Deep Learning Meets Process-Based Models: A Hybrid Approach to Agricultural Challenges

Yue Shi, Liangxiu Han, Xin Zhang +7

Process-based models (PBMs) and deep learning (DL) are two key approaches in agricultural modelling, each offering distinct advantages and limitations. PBMs provide mechanistic ins…

eess.IV2024

WaveDiffUR: A diffusion SDE-based solver for ultra magnification super-resolution in remote sensing images

Yue Shi, Liangxiu Han, Darren Dancy +1

Deep neural networks have recently achieved significant advancements in remote sensing superresolu-tion (SR). However, most existing methods are limited to low magnification rates…