Transferring Domain Knowledge with an Adviser in Continuous Tasks

Autor: Rukshan Wijesinghe, Subha Fernando, Dumindu Tissera, Kasun Vithanage, Alex Xavier, Jayathu G. Samarawickrama

Publikováno v: Advances in Knowledge Discovery and Data Mining ISBN: 9783030757670
PAKDD (3)

Recent advances in Reinforcement Learning (RL) have surpassed human-level performance in many simulated environments. However, existing reinforcement learning techniques are incapable of explicitly incorporating already known domain-specific knowledg

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::1779fce6b76961b10d95205a9a8e26e0
https://doi.org/10.1007/978-3-030-75768-7_16

Hardware and Software Co-Design for Object Detection with Modified ViBe Algorithm and Particle Filtering Based Object Tracking

Autor: Dileeka Dias, Yasitha M. Wijesinghe, Jayathu G. Samarawickrama

Publikováno v: ICIIS

This paper describes a hardware and software codesign approach for object detection and tracking algorithm which is based on modified ViBe background subtraction method and scale adaptable particle filtering algorithm. The modified ViBe performs with

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::18d685520a3437881ac4ddd31f6a2bde
https://doi.org/10.1109/iciis47346.2019.9063249

HyperFPGA: A possible general purpose reconfigurable hardware for custom supercomputing

Autor: Jayathu G. Samarawickrama, Andres Cicuttin, Nizar Abdallah, Kasun S. Mannatunga, Pirouz Bazargan Sabet, Maria Liz Crespo

Publikováno v: International Conference on Advances in Electrical, Electronic and System Engineering
International Conference on Advances in Electrical, Electronic and System Engineering, Nov 2016, Putrajaya, Malaysia. pp.21-26

International audience; — In this work we propose and analyze a possible hardware architecture for experimentation on fine-grained reconfigurable supercomputing based on modern Field Programmable Gate Array (FPGA) technology. It is proposed a scala

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::bfad170f0831b0d27d9bd2c8b8dc3d08
https://doi.org/10.1109/icaees.2016.7888002

Image filtering with MapReduce in pseudo-distribution mode

Autor: Jayathu G. Samarawickrama, Tharindu D. Gamage, Ajith Pasqual, Ranga Rodrigo

Publikováno v: 2015 Moratuwa Engineering Research Conference (MERCon).

The massive volume of video and image data, compels them to be stored in a distributed file system. To process the data stored in the distributed file system, Google proposed a programming model named MapReduce. Existing methods of processing images

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::53ebc92d076cbfafb73084261f11b88a
https://doi.org/10.1109/mercon.2015.7112338

GPU based non-overlapping multi-camera vehicle tracking

Autor: Ajith Pasqual, Jayathu G. Samarawickrama, Tharindu D. Gamage

Publikováno v: 7th International Conference on Information and Automation for Sustainability.

Vehicle tracking and surveillance is an area which is having a considerable attention in the context of security and safety. The detection and tacking of moving vehicles through multiple cameras is considered as a method of vehicle surveillance. This

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::a0c9bc6d513c00a42373cfda6421cf8a
https://doi.org/10.1109/iciafs.2014.7069550