Convergent Algorithm for Sensory Receptive Field Development
An unsupervised developmental algorithm for linear maps is derived which reduces the pixel-entropy (using the measure introduced in previous work) at every update and thus remov...
Publications
6 shownCould information theory provide an ecological theory of sensory processing?
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 ...
Statistical Approach to Shape from Shading: Reconstruction of Three-Dimensional Face Surfaces from Single Two-Dimensional Images
The human visual system is proficient in perceiving three-dimensional shape from the shading patterns in a two-dimensional image. How it does this is not well understood and con...
Local feature analysis: a general statistical theory for object representation
AbstractLow-dimensional representations of sensory signals are key to solving many of the computational problems encountered in high-level vision. Principal component analysis (...
Could information theory provide an ecological theory of sensory processing?
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 ...
What Does the Retina Know about Natural Scenes?
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...
Frequent Co-Authors
Researcher Info
- h-index
- 6
- Publications
- 6
- Citations
- 2,599
- Institution
- Institute for Advanced Study
External Links
Impact Metrics
h-index
6
h-index: Number of publications with at least h citations each.