GUSTAVO PÉREZ
Machine Learning Researcher (Computer Vision & Statistical ML)
Expert in large-scale image analysis, uncertainty estimation, and AI for real-world decision systems
AI & HUMAN-IN-THE-LOOP
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DISCount Counting in Large Image Collections with Detector-based Importance Sampling Github code repository · preprint |
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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
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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
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ZeoNet Deep learning of nanoporous materials for energy-efficient chemical separations Github code repository · paper · press release |
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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
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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
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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
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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 |
