Search Results for author: Brandon Hsu

Found 2 papers, 2 papers with code

Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision Prediction

2 code implementations11 Nov 2021 Arnav V. Malawade, Shih-Yuan Yu, Brandon Hsu, Deepan Muthirayan, Pramod P. Khargonekar, Mohammad A. Al Faruque

Finally, we demonstrate that sg2vec performs inference 9. 3x faster with an 88. 0% smaller model, 32. 4% less power, and 92. 8% less energy than the state-of-the-art method on the industry-standard Nvidia DRIVE PX 2 platform, making it more suitable for implementation on the edge.

Autonomous Vehicles Graph Embedding

roadscene2vec: A Tool for Extracting and Embedding Road Scene-Graphs

1 code implementation2 Sep 2021 Arnav Vaibhav Malawade, Shih-Yuan Yu, Brandon Hsu, Harsimrat Kaeley, Anurag Karra, Mohammad Abdullah Al Faruque

The goal of roadscene2vec is to enable research into the applications and capabilities of road scene-graphs by providing tools for generating scene-graphs, graph learning models to generate spatio-temporal scene-graph embeddings, and tools for visualizing and analyzing scene-graph-based methodologies.

Action Classification Graph Embedding +4

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