Interleaver design and pairwise codeword distance distribution enhancement for turbo autoencoder
US-12175353-B2 · Dec 24, 2024 · US
US9311593B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9311593-B2 |
| Application number | US-201113117048-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 26, 2011 |
| Priority date | Mar 26, 2010 |
| Publication date | Apr 12, 2016 |
| Grant date | Apr 12, 2016 |
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Apparatus and methods for encoding sensory input information into patterns of pulses and message multiplexing. In one implementation, the patterns of pulses are polychronous (time-locked by not necessary synchronous), and a retinal prosthetic encodes the input signal into the polychronous patterns for delivery via stimulating electrodes. Different polychronous patterns simultaneously encode different sensory signals; (such as different features of the image), thus providing for message multiplexing. Increasing data transmission capacity allows for a reduction in the number of electrodes required for data transmission. In one implementation, an adaptive feedback mechanism is employed to facilitate encoder operation. In another aspect, a computer vision system is described.
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What is claimed: 1. An apparatus configured to transmit a signal to a vertebrate nervous system, the apparatus comprising: a processor configured to receive an input signal representative of at least a portion of a visual frame; an encoder configured to encode the input signal into a plurality of pulses; and a plurality of stimulating electrodes; wherein: at least a subset of the plurality of pulses is configured in a polychronous pattern comprising at least two non-synchronous pulses; information related to the at least the portion of the visual frame is encoded by the processor into the polychronous pattern; the polychronous pattern is characterized by a group delay that is common to all pulses within the plurality of pulses, the group delay being determined by a spatiotemporal filter applied to the input signal; and wherein the polychronous pattern is adapted for transmission via the plurality of stimulating electrodes operably coupled to the vertebrate nervous system. 2. The apparatus of claim 1 , wherein the apparatus comprises at least a portion of a retinal prosthetic device. 3. The apparatus of claim 2 , wherein individual ones of the plurality of stimulating electrodes are configured for operable coupling to a receptor of the vertebrate nervous system, the receptor comprising one or more of a retinal ganglion cell and a retinal bipolar cell. 4. The apparatus of claim 2 , wherein the encoder is configurable to be adaptively adjusted based at least in part on a feedback signal provided by a host of the prosthetic device. 5. The apparatus of claim 4 , wherein: the encoding of the input signal into the plurality of pulses is characterized by at least one parameter; and the encoder adaptive adjustment is configured to modify the at least one parameter. 6. A sensory input encoding apparatus, comprising: a processing apparatus configured to receive and encode a sensory input into a plurality of pulses, the sensory input comprising information indicative of an object characteristic, and the processing apparatus is further configured to encode at least a portion of the plurality of pulses in a first polychronous pattern comprising at least two non-synchronous pulses; wherein the first polychronous pattern is characterized by a group delay that is common to all pulses within the plurality of pulses, the group delay configured based at least in part on the sensory input; wherein the sensory input comprises a visual input signal; and wherein the group delay is based at least in part on an output generated by a spatiotemporal filter using the sensory input. 7. The apparatus of claim 6 , wherein the sensory input comprises a frame of pixels. 8. The apparatus of claim 6 , wherein the first polychronous pattern is generated responsive to a trigger selected from the group consisting of: (i) a temporal event; (ii) a receipt of the sensory input; (iii) an appearance of an object in the sensory input; and (iv) a timer event. 9. The apparatus of claim 6 , wherein the first polychronous pattern is adapted for transmission via a plurality of transmission channels. 10. The apparatus of claim 9 , wherein: at least a subset of the plurality of transmission channels is associated with a channel delay configured to effect a coincident arrival of the at least two non-synchronous pulses at a decoder. 11. The apparatus of claim 10 , wherein the channel delay is configured based at least in part on the first polychronous pattern. 12. The apparatus of claim 11 , wherein the coincident arrival of the at least two non-synchronous pulses at the decoder is configured to indicate presence of the object characteristic in the sensory input. 13. The apparatus of claim 12 , wherein: the sensory input comprises a plurality of pixels; and the coincident arrival of the at least two non-synchronous pulses at the decoder is configured to indicate a presence of the object characteristic within the plurality of pixels. 14. A sensory input encoding apparatus, comprising: a processing apparatus configured to receive and encode a sensory input into a plurality of pulses, the sensory input comprising information indicative of an object characteristic; and and the processing apparatus being further configured to encode at least a portion of the plurality of pulses in a first polychronous pattern comprising at least two non-synchronous pulses; wherein the first polychronous pattern is characterized by a group delay that is common to all pulses within the plurality of pulses, the group delay configured based at least in part on the sensory input; wherein the first polychronous pattern is adapted for transmission via a plurality of transmission channels; and wherein at least a subset of the plurality of transmission channels is associated with a channel delay configured to effect a coincident arrival of the at least two non-synchronous pulses at a decoder. 15. The apparatus of claim 14 , wherein the channel delay is configured based at least in part on the first polychronous pattern. 16. The apparatus of claim 15 , wherein: the group delay is configured with reference to an event; and the coincident arrival of the at least two non-synchronous pulses at the decoder is configured to indicate a presence of the object within the sensory input. 17. The apparatus of claim 16 , wherein the event is selected from the group consisting of: (i) a temporal event; (ii) a receipt of the sensory input; (iii) an appearance of an object in the sensory input; and (iv) a timer event. 18. The apparatus of claim 14 , wherein the decoder comprises a coincidence detector configured to receive the at least two non-synchronous pulses and to decode the object characteristic responsive to the reception of the at least two non-synchronous pulses. 19. A sensory input encoding apparatus, comprising: a processing apparatus configured to receive and encode a sensory input into a plurality of pulses, the sensory input comprising information indicative of an object characteristic; and and the processing apparatus being further configured to encode at least a portion of the plurality of pulses in a first polychronous pattern comprising at least two non-synchronous pulses; wherein the first polychronous pattern is characterized by a group delay that is common to all pulses within the plurality of pulses, the group delay configured based at least in part on the sensory input; wherein the first polychronous pattern is adapted for transmission via individual ones of a plurality of transmission channels; and wherein at least a subset of the plurality of the transmission channels is configurable based on a second polychronous pattern generated prior to the first polychronous pattern. 20. The apparatus of claim 19 , wherein the configuration of the subset of the plurality of the transmission channels based on the second polychronous pattern comprises a configuration of a channel delay of the subset of the plurality of the transmission channels. 21. The apparatus of claim 20 , wherein the configuration of the channel delay is configured to effectuate a coincident arrival of the at least two non-synchronous pulses at a decoder. 22. The apparatus of claim 21 , wherein the group delay is configured with reference to an event selected from the group consisting of: (i) a temporal event; (ii) a receipt of the sensory input; (iii) an appearance of an object in the sensory input; and (iv) a timer event. 23. The appa
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