Songtao He

PhD student, Massachusetts Institute of Technology

Joined

July 2019

Names

Songtao He

Emails

****@mit.edu (Confirmed)

****@alum.mit.edu (Confirmed)

****@outlook.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

Massachusetts Institute of Technology (mit.edu)

2016 – Present

Advisors, Relations & Conflicts

PhD Advisor

Hari Balakrishnan

2016 – Present

PhD Advisor

Mohammad Alizadeh

2016 – Present

Expertise

Deep learning

2016 – Present

Segmentation

2016 – Present

Road Network Extraction

2016 – Present

Geospatial AI

2016 – Present

Publications

Self-Supervised Multi-Object Tracking with Cross-input Consistency
Favyen Bastani, Songtao He, Samuel Madden
- Published: 09 Nov 2021, Last Modified: 26 May 2025
- NeurIPS 2021 Poster
- Readers: Everyone
TagMe: GPS-Assisted Automatic Object Annotation in Videos
Songtao He, Favyen Bastani, Mohammad Alizadeh, Hari Balakrishnan, Michael J. Cafarella, Tim Kraska, Sam Madden
- 2021 (modified: 15 May 2025)
- CoRR 2021
- Readers: Everyone
SkyQuery: An Aerial Drone Video Sensing Platform
Favyen Bastani, Songtao He, Ziwen Jiang, Osbert Bastani, Michael J. Cafarella, Tim Kraska, Sam Madden
- 2021 (modified: 15 May 2025)
- CoRR 2021
- Readers: Everyone
MIRIS: Fast Object Track Queries in Video
Favyen Bastani, Songtao He, Arjun Balasingam, Karthik Gopalakrishnan, Mohammad Alizadeh, Hari Balakrishnan, Michael J. Cafarella, Tim Kraska, Sam Madden
- 2020 (modified: 19 May 2021)
- SIGMOD Conference 2020
- Readers: Everyone
BeeCluster: drone orchestration via predictive optimization
Songtao He, Favyen Bastani, Arjun Balasingam, Karthik Gopalakrishnan, Ziwen Jiang, Mohammad Alizadeh, Hari Balakrishnan, Michael J. Cafarella, Tim Kraska, Sam Madden
- 2020 (modified: 03 Nov 2022)
- MobiSys 2020
- Readers: Everyone
Park: An Open Platform for Learning-Augmented Computer Systems
Hongzi Mao, Parimarjan Negi, Akshay Narayan, Hanrui Wang, Jiacheng Yang, Haonan Wang, Ryan Marcus, Ravichandra Addanki, Mehrdad Khani Shirkoohi, Songtao He, Vikram Nathan, Frank Cangialosi, Shaileshh Bojja Venkatakrishnan, Wei-Hung Weng, Song Han, Tim Kraska, Mohammad Alizadeh
- 2019 (modified: 16 May 2025)
- NeurIPS 2019
- Readers: Everyone
Machine-Assisted Map Editing
Favyen Bastani, Songtao He, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden
- 2019 (modified: 13 Nov 2024)
- CoRR 2019
- Readers: Everyone
Inferring and Improving Street Maps with Data-Driven Automation
Favyen Bastani, Songtao He, Satvat Jagwani, Edward Park, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden, Mohammad Amin Sadeghi
- 2019 (modified: 13 Nov 2024)
- CoRR 2019
- Readers: Everyone
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks
Songtao He, Favyen Bastani, Satvat Jagwani, Edward Park, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Samuel Madden, Mohammad Amin Sadeghi
- 2019 (modified: 13 Nov 2024)
- CoRR 2019
- Readers: Everyone
RoadTracer: Automatic Extraction of Road Networks From Aerial Images
Favyen Bastani, Songtao He, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden, David J. DeWitt
- 2018 (modified: 10 Nov 2022)
- CVPR 2018
- Readers: Everyone

View all 20 publications

Co-Authors

View all 46 co-authors