On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “rangeland”

DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learningcs.CV

DeepWeeds dataset aids in robust weed species classification for rangeland robotics.

problem Robust classification of weed species in rangeland environments.

method Development of a large multiclass image dataset and application of deep learning models.

result Inception-v3 and ResNet-50 achieved 95.1% and 95.7% classification accuracy, respectively.

weed classification rangeland deep learning robotic weed control Australian rangelands

2018-10-09abs ↗pdf ↗

Long-Term Probabilistic Forecast of Vegetation Conditions Using Climate Attributes in the Four Corners Regionstat.AP

Model predicts one-year NDVI for Four Corners region.

problem Long-term forecasting of vegetation conditions using climate attributes.

method Two-phase machine learning model using historical climate data.

result Open-source tools outperform alternative methods for NDVI forecasts.

NDVI forecasting climate attributes Four Corners region machine learning rangeland biomass

2026-01-22abs ↗pdf ↗