Papers

Summary: Notes on academic papers and research publications across geospatial and data science. Last updated: 2026-08-20

---

2026

• Learning with Less: Label-Efficient Land Cover Classification: Paper on label-efficient land cover classification at very high spatial resolution using self-supervised deep learning. Related: Deep_Learning, Remote_Sensing. Keywords: deep learning, self-supervised, land cover, label efficiency, remote sensing

• Embeddings as Products: Paper on using embeddings as product representations in geospatial contexts. Related: Embeddings, Machine_Learning. Keywords: embeddings, machine learning, geospatial

• Sampling for Land Cover: Paper on sampling strategies for land cover classification using remote sensing. Related: Remote_Sensing, Machine_Learning. Keywords: land cover, sampling, remote sensing, classification

Earlier

• Change Detection Techniques: Review paper on remote sensing change detection techniques and methodologies. Related: Remote_Sensing. Keywords: change detection, remote sensing, satellite imagery

• Users of Open Big Earth Data Analysis: Analysis of current state and users of open Big Earth Observation data. Related: GEE, Remote_Sensing, Data. Keywords: GEE, big data, Earth observation, open data

• Overview of Platforms for Big Earth Observation Data: MDPI review of major platforms for big Earth observation data management and analysis. Related: GEE, Remote_Sensing, Data. Keywords: GEE, big data, cloud computing, Earth observation

• Trend Analysis: Revival of Indian Summer Monsoon Rainfall since 2002: Nature Climate Change paper on the revival trend of Indian summer monsoon rainfall from 2002 onwards. Related: Climate, GEE. Keywords: climate, rainfall, monsoon, India, trend analysis, GEE

• Triangle Method for Soil Moisture Estimation: ISPRS paper on the Triangle Method for soil moisture estimation using dry and wet edges of satellite-derived feature spaces. Related: Agriculture, Remote_Sensing. Keywords: soil moisture, estimation, remote sensing, triangle method, satellite

• Color Ramp for Elevation Maps: Paper on designing effective color ramps for elevation visualization in cartography. Related: Cartography, Remote_Sensing. Keywords: cartography, color ramp, elevation, DEM, visualization

• Suspended Particulate Matter Analysis - COVID Lockdown: Paper on suspended particulate matter analysis before and during COVID lockdown using GEE at Ukai Reservoir. Related: GEE, Water_Resources, Climate. Keywords: GEE, water quality, suspended particulate matter, COVID, air quality