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12/23/2022
FFNeRV: Flow-Guided Frame-Wise Neural Representations for Videos
Neural fields, also known as coordinate-based or implicit neural represe...
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12/18/2022
Masked Wavelet Representation for Compact Neural Radiance Fields
Neural radiance fields (NeRF) have demonstrated the potential of coordin...
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07/20/2022
Streamable Neural Fields
Neural fields have emerged as a new data representation paradigm and hav...
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07/15/2022
Bi-PointFlowNet: Bidirectional Learning for Point Cloud Based Scene Flow Estimation
Scene flow estimation, which extracts point-wise motion between scenes, ...
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01/22/2022
NAS-VAD: Neural Architecture Search for Voice Activity Detection
The need for automatic design of deep neural networks has led to the eme...
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01/12/2022
Neural Residual Flow Fields for Efficient Video Representations
Implicit neural representation (INR) has emerged as a powerful paradigm ...
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12/21/2021
VW-SDK: Efficient Convolutional Weight Mapping Using Variable Windows for Processing-In-Memory Architectures
With their high energy efficiency, processing-in-memory (PIM) arrays are...
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08/12/2021
HandFoldingNet: A 3D Hand Pose Estimation Network Using Multiscale-Feature Guided Folding of a 2D Hand Skeleton
With increasing applications of 3D hand pose estimation in various human...
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09/02/2020
Dual Precision Deep Neural Network
On-line Precision scalability of the deep neural networks(DNNs) is a cri...
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04/29/2019
Mixture of Pre-processing Experts Model for Noise Robust Deep Learning on Resource Constrained Platforms
Deep learning on an edge device requires energy efficient operation due ...
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02/11/2018
Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms
This paper introduces partitioning an inference task of a deep neural ne...
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12/04/2017
Precision Scaling of Neural Networks for Efficient Audio Processing
While deep neural networks have shown powerful performance in many audio...
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08/08/2017
