GUSTAVO PÉREZ
Postdoctoral Scholar at UC Berkeley (EECS)
COMPUTER VISION & MACHINE LEARNING—IMAGE UNDERSTANDING | AI & HUMAN-IN-THE-LOOP | AI FOR SCIENCE
AI & HUMAN-IN-THE-LOOP
DISCount Counting in Large Image Collections with Detector-based Importance Sampling Github code repository · preprint |
Domain Adaptors for Hyperspectral Images We propose domain adaptors that map the input to be compatible with a network trained on large-scale color image datasets, to enable learning on small hyperspectral datasets Github code repository · paper |
AI FOR ECOLOGY
Insectivore Response to Environmental Change Roost detection from weather radar data to investigate the behavior of three aerial insectivore species as bellwethers for environmental change and ecosystem health: Purple Martin, Tree Swallow, and Mexican free-tailed Bat Github code repository · preprint |
AI FOR SUSTAINABILITY
ZeoNet Deep learning of nanoporous materials for energy-efficient chemical separations Github code repository · paper · press release |
Taking the Long View Enhancing learning on multi-temporal, high-resolution, and disparate remote sensing data for measuring the spread of buildings Github code repository · paper |
AI FOR ASTRONOMY
StarcNet Machine learning pipeline to identify star clusters in the multi-color images of nearby galaxies, from observations obtained with the Hubble Space Telescope Github code repository · paper |
AI FOR HEALTHCARE
Lung Cancer Diagnosis Automated detection of lung cancer in chest LDCT images. Our method was ranked 1st place at the ISBI 2018 Lung Nodule Malignancy Prediction challenge Github code repository · paper |
DATASETS
FLC dataset Four-Leaf Clover (FLC) dataset is a experimental framework for studying fine-grained object localization problems. The dataset is composed of more than 100,000 images, containing 2,151 carefully annotated clover instances of four, five or six leaves paper |
