Deep Hierarchies in the Primate Visual Cortex: What Can We Learn for Computer Vision?
Citations
14,635 citations
Additional excerpts
...…Hung, Kreiman, Poggio, & DiCarlo, 2005; Kobatake & Tanaka, 1994; Kriegeskorte et al., 2008; Lennie & Movshon, 2005; Logothetis, Pauls, & Poggio, 1995; Perrett, Hietanen, Oram, Benson, & Rolls, 1992; Perrett, Rolls, & Caan, 1982); compare a computer vision-oriented survey (Kruger et al., 2013)....
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..., 2008; Lennie & Movshon, 2005; Logothetis, Pauls, & Poggio, 1995; Perrett, Hietanen, Oram, Benson, & Rolls, 1992; Perrett, Rolls, & Caan, 1982); compare a computer vision-oriented survey (Kruger et al., 2013)....
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7,563 citations
2,071 citations
2,059 citations
1,028 citations
Cites background from "Deep Hierarchies in the Primate Vis..."
...Based on neuroscience, human brains process information with multiple stages from retina to cortex, which leads to high performance on object recognition [31]....
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References
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"Deep Hierarchies in the Primate Vis..." refers background in this paper
...The hierarchical processing in the primate visual system is characterized by a sequence of different levels of processing (on the order of 10) that constitute a deep hierarchy in contrast to the flat vision architectures predominantly used in today’s mainstream computer vision....
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7,796 citations
"Deep Hierarchies in the Primate Vis..." refers background or methods in this paper
...The ties with the biological vision faded, and if there were some references to biological-related mechanisms, they were most commonly limited to individual functional modules or feature choices such as Gabor wavelets....
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...We begin with the retinal photoreceptors as the first stage of visual processing (Section 3.1), and follow the visual signal from the eye through the Lateral Geniculate Nucleus (LGN) (Section 3.2)....
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...At present, detailed knowledge about 2....
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...Index Terms—Computer vision, deep hierarchies, biological modeling Ç...
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7,767 citations
Additional excerpts
...Index Terms—Computer vision, deep hierarchies, biological modeling Ç...
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