Songtao He
7 papers · 2018–2022 · 6 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird 🔥 Unstoppable · Bronze
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Research topics
Computer Vision
(5)
Analysis
(4)
Domain-Specific
(4)
Artificial Intelligence
(3)
Core AI
(3)
Deep Learning
(2)
Machine Learning
(2)
Architectures
(2)
Learning Types
(2)
Data Science & Analytics
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Applications · Data Science & Analytics
(1)
Applications · Reinforcement Learning
(1)
Keywords
satellite imagery
(2)
convolutional neural network
(2)
aerial imagery
(2)
remote sensing
(2)
self-supervised learning
(1)
lane detection
(1)
reward function
(1)
multi-object tracking
(1)
deep architecture
(1)
recurrent neural network
(1)
spatial correlation
(1)
traffic accident prediction
(1)
risk map generation
(1)
gps trajectory
(1)
graph neural network
(1)
neural network
(1)
road attribute inference
(1)
system optimization
(1)
graph extraction
(1)
traffic accident
(1)
Papers
Lane-Level Street Map Extraction From Aerial Imagery
WACV 2022
Inferring High-Resolution Traffic Accident Risk Maps Based on Satellite Imagery and GPS Trajectories
ICCV 2021
Self-Supervised Multi-Object Tracking with Cross-input Consistency
NeurIPS 2021
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks
AAAI 2020
Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding
ECCV 2020
Park: An Open Platform for Learning-Augmented Computer Systems
NeurIPS 2019
RoadTracer: Automatic Extraction of Road Networks From Aerial Images
CVPR 2018