OSUVA - Selaus tekijän "Ma, Yujunrong" mukaan
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Decidable Variable-Rate Dataflow for Heterogeneous Signal Processing Systems
Ma, Yujunrong; Wu, Jiahao; Bhattacharyya, Shuvra S.; Boutellier, Jani (IEEE, 14.05.2020)
articleDynamic dataflow models of computation have become widely used through their adoption to popular programming frameworks such as TensorFlow and GNU Radio. Although dynamic dataflow models offer more programming freedom, they ... -
Dynamically Reconfigurable Perception using Dataflow Parameterization of Channel Attention
Ma, Yujunrong; Nikhal, Kshitij; Boutellier, Jani; Riggan, Benjamin; Bhattacharyya, Shuvra S. (IEEE, 01.04.2024)
articleDespite the increasing performance of deep learning models for intelligent perception tasks, the size and complex-ity of state-of-the-art models have become increasingly large, which makes them difficult to deploy in ... -
VR-PRUNE : Decidable Variable-Rate Dataflow for Signal Processing Systems
Boutellier, Jani; Ma, Yujunrong; Wu, Jiahao; Khan, Mir; Bhattacharyya, Shuvra S. (IEEE, 25.03.2022)
articleThe dataflow concept has been successfully used for modeling and synthesizing signal processing applications since decades, and recently, dataflow has also been discovered to match the computation model of machine learning ...