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Anthony Lem

2 accepted papers

2025

SICNav-Diffusion: Safe and Interactive Crowd Navigation With Diffusion Trajectory Predictions

RA-L 2025

To navigate crowds without collisions, robots must interact with humans by forecasting their future motion and reacting accordingly. While learning-based prediction models have shown success in generating likely human trajectory predictions, integrating these stochastic models into a robot controlle

Cited by 10SourcecodeScholar
2021

Explaining Convolutional Neural Networks through Attribution-Based Input Sampling and Block-Wise Feature Aggregation

AAAI 2021technical

As an emerging field in Machine Learning, Explainable AI (XAI) has been offering remarkable performance in interpreting the decisions made by Convolutional Neural Networks (CNNs). To achieve visual explanations for CNNs, methods based on class activation mapping and randomized input sampling have ga…

Cited by 48SourcePDFScholar