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cs.CV2026

WS-Net: Weak-Signal Representation Learning and Gated Abundance Reconstruction for Hyperspectral Unmixing via State-Space and Weak Signal Attention Fusion

Zekun Long, Ali Zia, Guanyiman Fu +2

Weak spectral responses in hyperspectral images are often obscured by dominant endmembers and sensor noise, resulting in inaccurate abundance estimation. This paper introduces WS-N…

cs.CV2025

DGNS: Deformable Gaussian Splatting and Dynamic Neural Surface for Monocular Dynamic 3D Reconstruction

Xuesong Li, Jinguang Tong, Jie Hong +2

Dynamic scene reconstruction from monocular video is essential for real-world applications. We introduce DGNS, a hybrid framework integrating \underline{D}eformable \underline{G}au…

cs.CV2025

A Review on Coarse to Fine-Grained Animal Action Recognition

Ali Zia, Renuka Sharma, Abdelwahed Khamis +8

This review provides an in-depth exploration of the field of animal action recognition, focusing on coarse-grained (CG) and fine-grained (FG) techniques. The primary aim is to exam…

cs.CV2024

NeFF-BioNet: Crop Biomass Prediction from Point Cloud to Drone Imagery

Xuesong Li, Zeeshan Hayder, Ali Zia +7

Crop biomass offers crucial insights into plant health and yield, making it essential for crop science, farming systems, and agricultural research. However, current measurement met…

cs.CV2024

MMCBE: Multi-modality Dataset for Crop Biomass Prediction and Beyond

Xuesong Li, Zeeshan Hayder, Ali Zia +7

Crop biomass, a critical indicator of plant growth, health, and productivity, is invaluable for crop breeding programs and agronomic research. However, the accurate and scalable qu…