output
20182021
most citedSpaceNet MVOI: a Multi-View Overhead Imagery Dataset

90 citations

12 papers

cs.AI2021★ 12 cited

Extending Environments To Measure Self-Reflection In Reinforcement Learning

Samuel Allen Alexander, Michael Castaneda, Kevin Compher +1

We consider an extended notion of reinforcement learning in which the environment can simulate the agent and base its outputs on the agent's hypothetical behavior. Since good perfo…

q-bio.OT2021★ 47 cited

Ten Quick Tips for Deep Learning in Biology

Benjamin D. Lee, Anthony Gitter, Casey S. Greene +17

Machine learning is a modern approach to problem-solving and task automation. In particular, machine learning is concerned with the development and applications of algorithms that…

cs.CV2020★ 9 cited

RarePlanes: Synthetic Data Takes Flight

Jacob Shermeyer, Thomas Hossler, Adam Van Etten +3

RarePlanes is a unique open-source machine learning dataset that incorporates both real and synthetically generated satellite imagery. The RarePlanes dataset specifically focuses o…

cs.CV2019★ 54 cited

City-Scale Road Extraction from Satellite Imagery v2: Road Speeds and Travel Times

Adam Van Etten

Automated road network extraction from remote sensing imagery remains a significant challenge despite its importance in a broad array of applications. To this end, we explore road…

cond-mat.stat-mech2019★ 10 cited

Pair correlation functions of the Ising type model with spin 1 within two-particle cluster approximation

O. R. Baran, R. R. Levitskii

The Blume-Emery-Griffiths model on hypercubic lattices within the two-particle cluster approximation is investigated. The expressions for the pair correlation functions in …

cs.CV2019★ 90 cited

SpaceNet MVOI: a Multi-View Overhead Imagery Dataset

Nicholas Weir, David Lindenbaum, Alexei Bastidas +5

Detection and segmentation of objects in overheard imagery is a challenging task. The variable density, random orientation, small size, and instance-to-instance heterogeneity of ob…