COMPUTER VISION SOFTWARE
DevOps Technologies leverages the power of deep learning and computer vision to deliver image analysis software for various industries.
USE CASES FOR IMAGE ANALYSIS
Our computer vision solutions address business challenges that arise in Retail, Healthcare, Manufacturing, Security, Logistics, Banking, and other industries.
Facial recognition
Face detection
This feature allows an application to detect whether a person’s face is presented in an image or in a video record. Face detection makes a foundation for more sophisticated cases such as personal identification, event detection, and markerless AR software based on image analysis.
Personal identification
Matching a detected face with a database of known individuals, our image analysis software can confirm their identity. This allows for a variety of opportunities, from multifactor authentication for apps with high security standards to detecting criminals in a crowd for CCTV monitoring.
Emotion recognition
Analyzing faces of clients in a bank or shoppers in a store before and after communication with the employees, emotion recognition software identifies positive and negative changes in customer satisfaction levels. And this is only one possible application of this feature – think of your own, innovative purpose for emotion recognition, and we will transform your ideas into powerful computer vision applications.
Robotic vision
Robotic assistants and toys
As a computer vision company, we leverage computer vision techniques to provide robots with the ability to see the surroundings. Robotic vision may differ significantly in capabilities – a robotic vacuum needs only basic spatial sensing to build a map of a room, while intelligent assistants often have in-built face and emotion recognition features to identify their owners and react to changes in their moods. We ensure that our custom image analysis software for robots is fine-tuned to their purposes.
Industrial robots
Being able to “see” the details on an assembly line, industrial robots can replace humans in mundane repetitive tasks that require vision – from assembling to automated quality inspection . Automate your assembly line with machine vision software to speed up operations manifold.
Drones
Equipped with cameras, modern drones need to make only one step further to become indispensable assistants in logistics, topography, and defense, and this is the ability to detect and recognize objects provided by image analysis software. We empower drones with computer vision to help you see the difference!
Event detection
Smart video surveillance systems
With our image analysis software, you can also enhance the safety of your physical office. Event and anomaly detection in real-time video helps security staff to be on watch, alerting them if something unusual happens.
Medical image analysis
We create medical image analysis software for hospital and practices worldwide. In healthcare, computer vision is used as part of computer-aided diagnosis software helping doctors to detect abnormal signs in both 3D and plain images and videos. While not being able to replace human clinicians, computer vision applications can become their reliable assistants, pointing out areas worth special attention and thus reducing human error in radiology.
- CT
- MRI
- PET
- Ultrasound
- X-ray
Automated visual inspection (AVI)
Providing machine vision consulting and development, we create image analysis software that helps to control quality of products in various industries: food (bakery, fruits and vegetables, meat, etc.), manufacturing (printboards, various assemblies, glasses, etc.).
Quality inspection
Detecting various visible defects in UV, infrared, X-ray, and visible spectrum.
Grading and sorting
Apart from finding defective items, AVI can classify and sort them based on a customizable grading system.
Optical character recognition
Text digitization functionality can be implemented independently or as part of a more complex application (for example, number plate reading for self-driving cars or real-world text recognition for translator apps).
Barcode reading
Unlike their LED- and laser-based counterparts, barcode readers based on image analysis can scan multiple barcodes at once and from a distance, handling variability in the look angle and illumination. Speed up barcode reading and scale up your business proportionally.
Augmented reality
We create AR applications with in-built image analysis functionality. They use object recognition to overlay digital images onto real objects and spatial mapping to create realistic mixed-reality experiences.
Image-analysis-powered smart devices
Adding image analysis capabilities to IoT, we get devices that are even more smart. Image analysis allows IoT devices to “see” the surroundings detecting surfaces and objects (think of a robotic vacuum cleaner finding its way) and recognizing people (think of a smart door letting its owner in or any smart device being unlocked with the user’s face).
How we teach software to analyze images
We use deep learning models, such as convolutional neural networks (CNNs), to develop software that can detect the smallest features and patterns that distinguish one object from another. To achieve this, neural networks are trained on huge data sets of images
Filtering
Segmentation
Feature recognition
Object detection
Object classification
Our computer vision consultants use both pre-trained models provided by ML libraries and custom models designed and trained by our data scientists to solve particular image recognition challenges of our customers.
Apart from plain images, we work with 3D models and video records.
3D reconstruction
Motion detection
Integration with other systems
Image analysis software rarely works on its own. Usually, it is integrated with other solutions and applications via carefully designed APIs. As part of computer vision consulting, we ensure that your computer vision software becomes an integral part of your software ecosystem.
- ERP
- POS
- CCTV
- Diagnostic software
TECHNOLOGY STACK
Programming languages
- Python
- Java
- C++
- Objective-C
Frameworks and libraries
Mobile
- Core ML
- Cloud Image Recognition SDK
- TensorFlow Lite
- Caffe2
Web & Desktop
- TensorFlow
- Open CV
- Caffe
- Microsoft Cognitive Toolkit
Platforms
- Android
- iOS
- Windows
- Mac OS
- Linux
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