May 20, 2021Medical panel PC for neural networks inferenceOne of our projects was development of medical panel PC for neural networks inference. In hardware we decided to use Advantech UTC-310G. It has 10.1" TFT LCD 0+40 operating temperature and Intel Celeron N3350 or N4200 inside. This processors has integrated GPUs Intel HD and can be used in inference…Neural Networks2 min readNeural Networks2 min read
Apr 23, 2021ComBox ANPR for edge computingComBox Edge — it is a cross-platform video analytics system for the detection and recognition of license plates, brands and models of vehicles. ComBox Edge can work as part of a centralized structure, on a server in the DC, or on the last mile, directly on the site, near the…Anpr3 min readAnpr3 min read
Apr 23, 2021In-vehicle device for neural networks inferenceWe work with transport and use neural networks inference at in-vehicle devices. Let’s talk about problems in edge computing of this market. First of all it is operating temperature -40+85. There’re a lot of industrial devices with operating temperature -20+85, but it is a big problem to find insustrial device…Io T2 min readIo T2 min read
Apr 16, 2021Car Share Driver Monitoring Edge Computing Kit from AAEON and ComBox TechnologyComBox Technology is a system integrator in the field of information technology and neural networks. We offer a full range of services for the creation, training and implementation of neural networks. The company has its own unique stack of technologies. Besides, we also produce proprietary equipment of our own design…Artificial Intelligence4 min readArtificial Intelligence4 min read
Apr 13, 2021High-density CPU/iGPU server for neural networks inference with Intel NUCs insideWe need cost effective solution for neural networks inference. Of course, we can use GPUs like Tesla T4 or Xeon CPUs servers, but these solutions will be too expensive. Alternative way is using Core i5/i7 CPUs of high-density. We’ve developed our own solution for inference with 8 Intel NUCs inside…Neural Networks3 min readNeural Networks3 min read
Mar 18, 2021Neural networks models accelerator with highest density of Intel MovidiusSome time ago we were looking for software and devices for neural networks inference. It was interesting for us to find the cheapest way and unique software solution for inference in edge computing and DC too. …Neural Networks3 min readNeural Networks3 min read
Mar 15, 2021Protecting neural network models with SenseLock hardware keysNeural networks help us solve various problems in the field of AI and computer vision. For example, detection, classification, segmentation, objects recognition and many others. In many cases, pre-trained models are used, which are further trained according to the developer’s own data to obtain a ready-made industry solution. In this…Neural Networks5 min readNeural Networks5 min read
Feb 16, 2021Neural networks protection by Senselock hardware keysOne problem we’ve solved is model’s protection in edge computing. All classic protection methods have the layer when decrypted model is availible by framework methods. For example, this one: So, as we can see on edge device we can find decrypted model by changing some methods of open source framework. …Security2 min readSecurity2 min read
Jan 19, 2021Neural networks inference accelerator for DC with VPU Intel MovidiusWe develop and produce inference accelerators with VPUs Intel Movidius (MyriadX) on PCIe boards and we have the highest density of them in 1 PCIe slot. So, we’re talking about this blade board, which contains 8 daughter boards with 8 Movidius on each one: 64 Movidius in one board can give us up to 2880 FPS in CNN (we use SSD Mobilenet v.2). In some platforms (for example, Supermicro 1029GQ-TRT) it’s able to use 4 PCIe cards in 1U. It’s able to get up to 10000 FPS per each processing server for inference.Neural Networks1 min readNeural Networks1 min read
Dec 1, 2020ComBox x64 Movidius PCIe board for neural networks inferenceWe are engaged in object video analytics and use neural networks to detect and classify objects. I would like to share our solution in hardware accelerators, and a board for inference (execution) of neural networks in the data center. Initially, using Intel Movidius VPU (MyriadX) in edge solutions running OpenVINO…Inference2 min readInference2 min read
