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Pattern Recognition

Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks

Publications

Understanding on-road vehicle behaviour from a temporal sequence of sensor data is gaining in popularity. In this paper, we propose a pipeline for understanding vehicle behaviour from a monocular image sequence or video. …

Tags: networks, machine learning, graph theory, pattern recognition

PlotQA: Reasoning over Scientific Plots

Publications

Existing synthetic datasets (FigureQA, DVQA) for reasoning over plots do not contain variability in data labels, real-valued data, or complex reasoning questions. Consequently, proposed models for these datasets do not …

Tags: machine learning, pattern recognition

Efficient Video Classification Using Fewer Frames

Publications

Recently, there has been a lot of interest in building compact models for video classification which have a small memory footprint (<1 GB). While these models are compact, they typically operate by repeated …

Tags: computer vision, pattern recognition

Studying the plasticity in deep convolutional neural networks using random pruning

Publications

Tags: machine learning, computer vision, pattern recognition, neural evolutionary computing

Pack and Detect

Publications

Object detection in videos is an important task in computer vision for various applications such as object tracking, video summarization and video search. Although great progress has been made in improving the accuracy …

Tags: computer vision, pattern recognition, machine learning

Srinivasa Chakravarthy V

Faculty-and-Management

Tags: Computational Neuroscience, Computational Cardiology, Biomedical Engineering, Pattern Recognition

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Founded in 2024, the School brings together several faculty with expertise in various areas of Data Science and AI, to work together on impactful problems of direct relevance to the society.

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