RADNet: A Deep Neural Network Model for Robust Perception in Moving Autonomous Systems

no code implementations • 30 Apr 2022 • Burhan A. Mudassar, Sho Ko, Maojingjing Li, Priyabrata Saha, Saibal Mukhopadhyay

For the high ranking camera videos we show that the accuracy of action detection is decreased.

Action Detection

MagNet: Discovering Multi-agent Interaction Dynamics using Neural Network

1 code implementation • 24 Jan 2020 • Priyabrata Saha, Arslan Ali, Burhan A. Mudassar, Yun Long, Saibal Mukhopadhyay

We present the MagNet, a neural network-based multi-agent interaction model to discover the governing dynamics and predict evolution of a complex multi-agent system from observations.

Mixture of Pre-processing Experts Model for Noise Robust Deep Learning on Resource Constrained Platforms

no code implementations • ICLR 2019 • Taesik Na, Minah Lee, Burhan A. Mudassar, Priyabrata Saha, Jong Hwan Ko, Saibal Mukhopadhyay

We evaluate our proposed method for various machine learning tasks including object detection on MS-COCO 2014 dataset, multiple object tracking problem on MOT-Challenge dataset, and human activity classification on UCF 101 dataset.

General Classification Multiple Object Tracking +3