74 citations · 84 across the 7 of their papers we have counts for
10 papers
Deep MDP: A Modular Framework for Multi-Object Tracking
Abhineet Singh
This paper presents a fast and modular framework for Multi-Object Tracking (MOT) based on the Markov descision process (MDP) tracking-by-detection paradigm. It is designed to allow…
Towards Early Prediction of Human iPSC Reprogramming Success
Abhineet Singh, Ila Jasra, Omar Mouhammed +3
This paper presents advancements in automated early-stage prediction of the success of reprogramming human induced pluripotent stem cells (iPSCs) as a potential source for regenera…
To Filter Prune, or to Layer Prune, That Is The Question
Sara Elkerdawy, Mostafa Elhoushi, Abhineet Singh +2
Recent advances in pruning of neural networks have made it possible to remove a large number of filters or weights without any perceptible drop in accuracy. The number of parameter…
Animal Detection in Man-made Environments
Abhineet Singh, Marcin Pietrasik, Gabriell Natha +3
Automatic detection of animals that have strayed into human inhabited areas has important security and road safety applications. This paper attempts to solve this problem using dee…
River Ice Segmentation with Deep Learning
Abhineet Singh, Hayden Kalke, Mark Loewen +1
This paper deals with the problem of computing surface ice concentration for two different types of ice from digital images of river surface. It presents the results of attempting…
Real-Time Salient Closed Boundary Tracking via Line Segments Perceptual Grouping
Xuebin Qin, Shida He, Camilo Perez Quintero +3
This paper presents a novel real-time method for tracking salient closed boundaries from video image sequences. This method operates on a set of straight line segments that are pro…
4-DoF Tracking for Robot Fine Manipulation Tasks
Mennatullah Siam, Abhineet Singh, Camilo Perez +1
This paper presents two visual trackers from the different paradigms of learning and registration based tracking and evaluates their application in image based visual servoing. The…
Unifying Registration based Tracking: A Case Study with Structural Similarity
Abhineet Singh, Mennatullah Siam, Martin Jagersand
This paper adapts a popular image quality measure called structural similarity for high precision registration based tracking while also introducing a simpler and faster variant of…
Modular Decomposition and Analysis of Registration based Trackers
Abhineet Singh, Ankush Roy, Xi Zhang +1
This paper presents a new way to study registration based trackers by decomposing them into three constituent sub modules: appearance model, state space model and search method. It…
Modular Tracking Framework: A Unified Approach to Registration based Tracking
Abhineet Singh, Martin Jagersand
This paper presents a modular, extensible and highly efficient open source framework for registration based tracking called Modular Tracking Framework (MTF). Targeted at robotics a…