Discovering Novel Predictors of Minimally Verbal Outcomes in Autism through Computational Modeling

INSAR 2022 Oral + Press Conference (< 1% acceptance rate)
Maxwell Xu, James M. Rehg, Agata Rozga, Jena McDaniel, Paul Yoder, Linda R. Watson, Nancy Brady

Generative Adversarial Network for Future Hand Segmentation from Egocentric Video

arXiv preprint
Wenqi Jia, Miao Liu, James M. Rehg

Planes vs. Chairs: Category-guided 3D shape learning without any 3D cues

arXiv preprint
Zixuan Huang, Stefan Stojanov, Anh Thai, Varun Jampani, James M. Rehg

4D Human Body Capture from Egocentric Video via 3D Scene Grounding

3DV 2021
Miao Liu, Dexin Yang, Yan Zhang, Zhaopeng Cui, James M. Rehg, Siyu Tang

Transformers for prompt-level EMA non-response prediction

arXiv preprint
Supriya Nagesh, Alexander Moreno, Stephanie M. Carpenter, Jamie Yap, Soujanya Chatterjee, Steven Lloyd Lizotte, Neng Wan, Santosh Kumar, Cho Lam, David W. Wetter, Inbal Nahum-Shani, James M. Rehg

Efficient Learning and Decoding of the Continuous-Time Hidden Markov Model for Disease Progression Modeling

arXiv preprint
Yu-Ying Liu, Alexander Moreno, Maxwell A. Xu, Shuang Li, Jena C. McDaniel, Nancy C. Brady, Agata Rozga, Fuxin Li, Le Song, James M. Rehg

Ego4D: Around the World in 3,000 Hours of Egocentric Video

CVPR 2022 (oral)
Kristen Grauman et al., (including lab members Miao Liu, Fiona Ryan, Wenqi Jia, Audrey Southerland, and James M. Rehg)

Using Shape to Categorize: Low-Shot Learning with an Explicit Shape Bias

CVPR 2021
Stefan Stojanov, Anh Thai, James M. Rehg

The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction

arXiv preprint
Anh Thai, Stefan Stojanov, Zixuan Huang, James M. Rehg

In the Eye of the Beholder: Gaze and Actions in First Person Video

IEEE Transactions on Pattern Analysis and Machine Intelligence
Yin Li, Miao Liu, James M. Rehg

Where Are You? Localization from Embodied Dialog

EMNLP 2020
Meera Hahn, Jacob Krantz, Dhruv Batra, Devi Parikh, James M. Rehg, Stefan Lee, Peter Anderson

Attention Distillation for Learning Video Representations

BMVC 2020 (oral, acceptation rate 5.0%)
Miao Liu, Xin Chen, Yun Zhang, Yin Li, James M. Rehg

Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Egocentric Activity

ECCV 2020 (oral, acceptation rate 2.0%)
Miao Liu, Siyu Tang, Yin Li, James M Rehg

Tripping through time: Efficient Localization of Activities in Videos

BMVC 2020
Meera Hahn, Asim Kadav, James M. Rehg, Hans Peter Graf

Detecting Attended Visual Targets in Video

CVPR 2020
Eunji Chong, Yongxin Wang, Nataniel Ruiz, James M Rehg

3D Reconstruction of Novel Object Shapes from Single Images

3DV 2021, Oral
Anh Thai, Stefan Stojanov, Vijay Upadhya, James M. Rehg

Approximate Inverse Reinforcement Learning from Vision-based Imitation Learning

arXiv preprint
Keuntaek Lee, Bogdan Vlahov, Jason Gibson, James M Rehg, Evangelos A Theodorou

Locally Weighted Regression Pseudo-Rehearsal for Adaptive Model Predictive Control

CoRL 2019
Grady R Williams, Brian Goldfain, Keuntaek Lee, Jason Gibson, James M. Rehg, Evangelos A Theodorou

Classification of Decompensated Heart Failure from Clinical and Home Ballistocardiography

IEEE Transactions on Biomedical Engineering
Varol Burak Aydemir, Supriya Nagesh, Md Mobashir Hasan Shandhi, Joanna Fan, Liviu Klein, Mozziyar Etemadi, James Alex Heller, Omer T. Inan, James M. Rehg

Incremental Object Learning from Contiguous Views

CVPR 2019, Oral and Best Paper Finalist
Stefan Stojanov, Samarth Mishra*, Anh Thai*, Nikhil Dhanda, Ahmad Humayun, Chen Yu, Linda B. Smith, James M. Rehg