Autonomous Development of Active Binocular and Motion Vision Through Active Efficient Coding [PDF]
Frontiers in Neurorobotics, 2019 We present a model for the autonomous and simultaneous learning of active binocular and motion vision. The model is based on the Active Efficient Coding (AEC) framework, a recent generalization of classic efficient coding theories to active perception ...
Jochen Triesch +2 more
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Toward a Biologically Plausible Model of LGN-V1 Pathways Based on Efficient Coding [PDF]
Frontiers in Neural Circuits, 2019 Increasing evidence supports the hypothesis that the visual system employs a sparse code to represent visual stimuli, where information is encoded in an efficient way by a small population of cells that respond to sensory input at a given time.
Anthony N Burkitt +2 more
exaly +4 more sources
Spatio-Temporally Efficient Coding Assigns Functions to Hierarchical Structures of the Visual System. [PDF]
Front Comput Neurosci, 2022 Hierarchical structures constitute a wide array of brain areas, including the visual system. One of the important questions regarding visual hierarchical structures is to identify computational principles for assigning functions that represent the ...
Sihn D, Kim SP.
europepmc +2 more sources
Entropy, 2023 Distributed video coding (DVC) is based on distributed source coding (DSC) concepts in which video statistics are used partially or completely at the decoder rather than the encoder.
Shahzad Khursheed +2 more
exaly +3 more sources
Efficient coding of natural scene statistics predicts discrimination thresholds for grayscale textures. [PDF]
Elife, 2020 Previously, in Hermundstad et al., 2014, we showed that when sampling is limiting, the efficient coding principle leads to a ‘variance is salience’ hypothesis, and that this hypothesis accounts for visual sensitivity to binary image statistics.
Tesileanu T +5 more
europepmc +2 more sources
Rat sensitivity to multipoint statistics is predicted by efficient coding of natural scenes. [PDF]
Elife, 2021 Efficient processing of sensory data requires adapting the neuronal encoding strategy to the statistics of natural stimuli. Previously, in Hermundstad et al., 2014, we showed that local multipoint correlation patterns that are most variable in natural ...
Caramellino R +5 more
europepmc +2 more sources
Efficient Temporal Coding in the Early Visual System: Existing Evidence and Future Directions
Frontiers in Computational Neuroscience, 2022 While it is universally accepted that the brain makes predictions, there is little agreement about how this is accomplished and under which conditions.
Jeffrey P Gavornik
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Adaptation of olfactory receptor abundances for efficient coding. [PDF]
Elife, 2019 Olfactory receptor usage is highly heterogeneous, with some receptor types being orders of magnitude more abundant than others. We propose an explanation for this striking fact: the receptor distribution is tuned to maximally represent information about ...
Teşileanu T +3 more
europepmc +2 more sources
Efficient coding in biophysically realistic excitatory-inhibitory spiking networks. [PDF]
ElifeThe principle of efficient coding posits that sensory cortical networks are designed to encode maximal sensory information with minimal metabolic cost.
Koren V +3 more
europepmc +2 more sources
Active efficient coding explains the development of binocular vision and its failure in amblyopia [PDF]
Proceedings of the National Academy of Sciences of the United States of America, 2020 Samuel Eckmann +2 more
exaly +2 more sources