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.

168,695 papers · 148 categories

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2 results for “biomonitoring”

Automatic image-based identification and biomass estimation of invertebratescs.CV

Automated system identifies and counts insects from images.

problem Manual sorting and identification of insect samples is time-consuming and limits biodiversity mapping.

method Robot-enabled image-based identification machine using CNNs.

result Classification accuracy of

0.980

for initial dataset.

invertebrates image-based identification biomonitoring CNNs

2020-02-05abs ↗pdf ↗

Boosting rare benthic macroinvertebrates taxa identification with one-class classificationcs.CV

Deep CNNs struggle with rare taxa; one-class classifiers help identify them.

problem Efficiently identifying rare benthic macroinvertebrates in insect monitoring.

method Combining deep CNNs with one-class classifiers to identify rare taxa.

result The proposed approach can improve rare species identification, supporting automation.

benthic macroinvertebrates taxa identification one-class classification deep CNNs rare species

2020-02-12abs ↗pdf ↗