activity
20192022
most citedDeep Crowd-Flow Prediction in Built Environments

1 citations · 3 across the 5 of their papers we have counts for

collaborators

8 papers

cs.CV20221 cited

MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory Prediction

Mihee Lee, Samuel S. Sohn, Seonghyeon Moon +3

Accurate long-term trajectory prediction in complex scenes, where multiple agents (e.g., pedestrians or vehicles) interact with each other and the environment while attempting to a…

cs.CV20211 cited

Hopper: Multi-hop Transformer for Spatiotemporal Reasoning

Honglu Zhou, Asim Kadav, Farley Lai +4

This paper considers the problem of spatiotemporal object-centric reasoning in videos. Central to our approach is the notion of object permanence, i.e., the ability to reason about…

cs.LG2020

Graph-Based Generative Representation Learning of Semantically and Behaviorally Augmented Floorplans

Vahid Azizi, Muhammad Usman, Honglu Zhou +2

Floorplans are commonly used to represent the layout of buildings. In computer aided-design (CAD) floorplans are usually represented in the form of hierarchical graph structures. R…

cs.SI2020

GitEvolve: Predicting the Evolution of GitHub Repositories

Honglu Zhou, Hareesh Ravi, Carlos M. Muniz +4

Software development is becoming increasingly open and collaborative with the advent of platforms such as GitHub. Given its crucial role, there is a need to better understand and m…

cs.CV2020

Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge

Long Zhao, Xi Peng, Yuxiao Chen +2

Cross-modal knowledge distillation deals with transferring knowledge from a model trained with superior modalities (Teacher) to another model trained with weak modalities (Student)…

cs.AI20191 cited

Deep Crowd-Flow Prediction in Built Environments

Samuel S. Sohn, Seonghyeon Moon, Honglu Zhou +3

Predicting the behavior of crowds in complex environments is a key requirement in a multitude of application areas, including crowd and disaster management, architectural design, a…