Deep learning in neural networks: An overview
J Schmidhuber - Neural networks, 2015 - Elsevier
In recent years, deep artificial neural networks (including recurrent ones) have won
numerous contests in pattern recognition and machine learning. This historical survey …
numerous contests in pattern recognition and machine learning. This historical survey …
Could information theory provide an ecological theory of sensory processing?
JJ Atick - Network: Computation in neural systems, 1992 - Taylor & Francis
The sensory pathways of animals are well adapted to processing a special class of signals,
namely stimuli from the animal's environment. An important fact about natural stimuli is that …
namely stimuli from the animal's environment. An important fact about natural stimuli is that …
[图书][B] Theoretical neuroscience: computational and mathematical modeling of neural systems
P Dayan, LF Abbott - 2005 - books.google.com
Theoretical neuroscience provides a quantitative basis for describing what nervous systems
do, determining how they function, and uncovering the general principles by which they …
do, determining how they function, and uncovering the general principles by which they …
Statistics of natural images: Scaling in the woods
D Ruderman, W Bialek - Advances in neural information …, 1993 - proceedings.neurips.cc
In order to best understand a visual system one should attempt to characterize the natural
images it processes. We gather images from the woods and find that these scenes possess …
images it processes. We gather images from the woods and find that these scenes possess …
[图书][B] Natural image statistics: A probabilistic approach to early computational vision.
A Hyvärinen, J Hurri, PO Hoyer - 2009 - books.google.com
Aims and Scope This book is both an introductory textbook and a research monograph on
modeling the statistical structure of natural images. In very simple terms,“natural images” are …
modeling the statistical structure of natural images. In very simple terms,“natural images” are …
Statistics of cone responses to natural images: implications for visual coding
We gathered hyperspectral images of natural, foliage-dominated scenes and converted
them to human cone quantal catches to characterize the second-order redundancy present …
them to human cone quantal catches to characterize the second-order redundancy present …
What does the retina know about natural scenes?
JJ Atick, AN Redlich - Neural computation, 1992 - ieeexplore.ieee.org
By examining the experimental data on the statistical properties of natural scenes together
with (retinal) contrast sensitivity data, we arrive at a first principle, theoretical hypothesis for …
with (retinal) contrast sensitivity data, we arrive at a first principle, theoretical hypothesis for …
Efficient coding of natural scenes in the lateral geniculate nucleus: experimental test of a computational theory
A recent computational theory suggests that visual processing in the retina and the lateral
geniculate nucleus (LGN) serves to recode information into an efficient form. Information …
geniculate nucleus (LGN) serves to recode information into an efficient form. Information …
The retinal basis of vertebrate color vision
The jawless fish that were ancestral to all living vertebrates had four spectral cone types that
were probably served by chromatic-opponent retinal circuits. Subsequent evolution of …
were probably served by chromatic-opponent retinal circuits. Subsequent evolution of …