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AI/ML

Artificial Intelligence. For humans. By humans.

The bots are coming; well – they aren't just on the way; they are already among us. Leverage the power of machine-driven cognitive analysis to derive insights relevant to your industry. Be it image, video, audio, speech, text or an aggregration of data types, we have developed proven techniques that can extract actionable intelligence.

Beyond the hype – AI by Ignitarium.

AI : Expertise

AI Expertise in FPGA, CNN, DSP, CPU, GPU

Dataset preparation, labelling and validation

Development of algorithms and purpose-built neural networks

Porting of pre-trained and custom neural networks

Benchmarking and performance optimisation of algorithms and neural networks

Experience with neural network implementations on heterogenous platforms (CPU, GPU, DSP, FPGA and custom hardware accelerators)

AI : Platforms, Libraries & Frameworks

AI Platforms, Libraries & Frameworks

Industry Focus

  • INDUSTRIAL
  • MED TECH
  • SURVEILLANCE
INDUSTRIAL

Extensive expertise in development of algorithms related to artifact detection in industrial objects

Capabilities in traditional Computer Vision as well as Machine Learning techniques

Expertise in layer reduction and weight optimisation in industrial-targeted neural nets

Expertise in conducting AI-driven Design of Experiments for solving specific industrial automation tasks

Validation of accuracy and trainability of customer-designed industrial AI engines

MED TECH

Partnerships and active collaboration with the medical ecosystem

Experience in interpreting and labelling various categories of medical images

Extensive work with SegNet, U-Net, ResNet for training and inference

Seamless integration of medical AI implementations into IoT platforms

SURVEILLANCE

Extensive work with real time object detection using YOLO, MobileNet, AlexNet, ResNet

Expertise in OpenCV and model generation using Caffe and TensorFlow

Integration of object detection algorithms with connectivity frameworks

Optimization of image classification algorithms for operation at the Edge

Case Studies

INDUSTRIAL

AI Hardware Accelerator Benchmarking

Performing performance-power-accuracy (PPA) benchmarking on new-age AI accelerator devices.

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HEALTH CARE

Patient Monitoring System

Vision AI-based patient monitoring system for intelligent medical diagnosis equipment.

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Deep neural networks

INDUSTRIAL

Custom DNN Deployment on AI Hardware Accelerator

Benchmarking of an AI accelerator, and customizing and porting of deep neural networks

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INDUSTRIAL

Real Time Color Detection

Color detection – including shade variations – in real time.

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A puzzle

INDUSTRIAL

Missing Artifact Detection

Detection of presence or absence of Nuts and Bolts on designated slots of machine parts.

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INDUSTRIAL

Edge & Surface Defect Detection

Detection of Edge and Surface deformities in Metal washers traveling on a conveyer belt.

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AI Hardware Accelerator Benchmarking




    Patient Monitoring System




      Custom DNN Deployment on AI Hardware Accelerator




        Real Time Color Detection




          Missing Artifact Detection




            Edge & Surface Defect Detection