4 papers
GeoDose-CP: Graph-Local Conformal Inference for Continuous-Treatment Earth Observation
Md Khalid Hasan Sakib, Dristi Datta, Manoranjan Paul +1
Reliable intervention-oriented uncertainty quantification from Earth observation (EO) remains challenging when continuous treatment shifts, spatial dependence, limited support, and…
Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification
Dristi Datta, Md Khalid Hasan Sakib, Manoranjan Paul
Accurate vegetation-community classification is essential for ecological monitoring, habitat assessment, and evidence-based environmental management in heterogeneous landscapes. Ex…
A Sparse-Attention Deep Learning Model Integrating Heterogeneous Multimodal Features for Parkinson's Disease Severity Profiling
Dristi Datta, Tanmoy Debnath, Minh Chau +3
Characterising the heterogeneous presentation of Parkinson's disease (PD) requires integrating biological and clinical markers within a unified predictive framework. While multimod…
ReflectGAN: Modeling Vegetation Effects for Soil Carbon Estimation from Satellite Imagery
Dristi Datta, Manoranjan Paul, Manzur Murshed +2
Soil organic carbon (SOC) is a critical indicator of soil health, but its accurate estimation from satellite imagery is hindered in vegetated regions due to spectral contamination…