David Lobell
10 papers · 2019–2024 · 4 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (20) π£ Hot Topic Early Bird π Academic Marathon Β· Sprint π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Bronze
π€
Dynamic Duo
(10)
π
Conference Pioneer
π
Century Club Β· Bronze
Venues
Top co-authors
Research topics
Keywords
satellite imagery
(7)
remote sensing
(5)
object detection
(4)
image classification
(2)
poverty prediction
(2)
representation learning
(2)
temporal modeling
(1)
weakly supervised learning
(1)
multi-task learning
(1)
self-supervised learning
(1)
image clustering
(1)
multimodal learning
(1)
multispectral imaging
(1)
feature importance
(1)
reinforcement learning
(1)
statistical estimation
(1)
importance sampling
(1)
transfer learning
(1)
deep learning
(1)
image generation
(1)
Papers
HarvestNet: A Dataset for Detecting Smallholder Farming Activity Using Harvest Piles and Remote Sensing
AAAI 2024
IS-Count: Large-Scale Object Counting from Satellite Images with Covariate-Based Importance Sampling
AAAI 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery
NeurIPS 2022
Efficient Poverty Mapping from High Resolution Remote Sensing Images
AAAI 2021
Geography-Aware Self-Supervised Learning
ICCV 2021
Predicting Livelihood Indicators from Community-Generated Street-Level Imagery
AAAI 2021
Spatial-Temporal Super-Resolution of Satellite Imagery via Conditional Pixel Synthesis
NeurIPS 2021
Generating Interpretable Poverty Maps using Object Detection in Satellite Images
IJCAI 2020
Learning to Interpret Satellite Images using Wikipedia
IJCAI 2019
Tile2Vec: Unsupervised Representation Learning for Spatially Distributed Data
AAAI 2019