› Forums › IoTStack › News (IoTStack) › BrainChip Discloses SNN Chip
Tagged: Design_FPGA_S3, FPGA_H3, SW_IDE_S7, Tech_G15
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September 18, 2018 at 5:36 am #24705
#News(IoTStack) [ via IoTForIndiaGroup ]
BrainChip described what it claims will be the first commercial accelerator for spiking neural networks (SNNs). Akida should sample in fall 2019, delivering nearly an order of magnitude more throughput/watt than a Movidius Myriad 2 at about the same price and accuracy.
In imaging applications, the chip is expected to process as many as 1,400 frames/second/watt using an 11-layer SNN. It will consume less than a watt and cost about $10, targeting computer vision as well as financial and cybersecurity analysis.
SNNs are a form of machine learning, related but different from the convolutional neural nets now widely used by web giants for jobs like voice and image recognition. SNNs use a simpler, one-shot training method and are well-suited to tasks such as face recognition in low-resolution and noisy environments such as surveillance video. BrianChip developed its own version of an SNN neuron based on a hybrid of technology that it licensed and acquired. The heart of the chip is an array of 1.2 million neurons managed by an unnamed RISC core on the chip.
The company is making an early version of its programming tools available, including Python scripts. The chip handles both training and inference tasks using data sets supplied by customers.
BrainChip finished the RTL design of the neuron fabric but not the rest of the chip that it expects to make in a 28-nm node. The company still has $11 million in cash from $30 million that it raised in a sale of securities on the Australian stock market, where it is listed.
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In the last six months, the company made about half-a-million dollars in revenue for its first product, an FPGA accelerator board for SNNs launched last year, targeting video security markets.
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