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SP-IMC: A Sparsity Aware In-Memory-Computing Macro in 28nm CMOS with Configurable Sparse Representation for Highly Sparse DNN Workloads.
Amitesh Sridharan
Fan Zhang
Jae-Sun Seo
Deliang Fan
Published in:
CICC (2024)
Keyphrases
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sparse representation
dictionary learning
sparse coding
sparsity constraints
sparse approximations
image classification
compressed sensing
compressive sensing
regularized least squares
high dimensional data
random projections
negative matrix factorization
joint optimization
signal processing
sparse reconstruction
sparse coefficients
face recognition
image patches
image representation
dimensionality reduction
nm technology
cmos technology
orthogonal matching pursuit
power consumption
data points
pattern recognition
sparse codes
silicon on insulator
low power
computer vision
feature extraction
sparse learning
training set
norm minimization
power dissipation
basis vectors