Computer Vision

Overview

We understand that computer vision is a complex and ever-evolving field, and our goal is to make it easy for you to navigate and make the most of it. Our team of experts offers a range of services including consulting, development and implementation, to help you understand the capabilities and limitations of computer vision and make informed decisions about how to best utilize it. We stay up-to-date with the latest developments in computer vision and offer cutting-edge solutions such as neural network models, neuro symbolic AI, and multimodal fusion to help you stay ahead of the competition and drive innovation in your business or organization.

Tools and Services

At Allerin, we are driven by a passion to ensure our clients always stay ahead of the curve. Our team is stacked with experts in developing cutting-edge solutions utilizing state-of-the art computer vision technology for many industries such as security and healthcare. Being trailblazers ourselves, we strive relentlessly to innovate beyond just providing solutions; constantly exploring new architectures and business models that will make complex analytics use cases possible in multivendor environments - all towards helping companies seize new opportunities on the market!

Services	Description
Training Data Generation and Manipulation	We provide assistance with generating and manipulating training data to improve the performance of computer vision models.
Classification Tools	We offer custom classifiers and pretrained models to help our clients classify data for their computer vision projects.
Automated Error Spotting and Data Wrangling	We provide tools and services to automate the process of spotting errors and cleaning up data for computer vision projects.
Annotation Tools	We offer a range of annotation tools, including manual, advanced, and automatic options, to help our clients label data for their projects.
Evaluate Performance	We provide tools and services to help our clients evaluate the performance of their computer vision models using metrics such as accuracy, precision, and recall.
Privacy Compliance	We offer tools and services to help our clients ensure compliance with privacy regulations when using computer vision, such as pixilation redaction and mask generation.
Data Prep Service	We provide end-to-end customization and support for preparing data for use in computer vision projects, including DNN design, feature engineering, and ingestion tools.
Data Sourcing	We offer access to third-party data markets, crowdsourcing, and public data sources to help our clients find the data they need for their projects.
Output Tools	We provide reporting and dashboard visualization tools to help our clients communicate and understand the results of their computer vision projects.
Training DNNs	We offer services to help our clients train deep neural networks (DNNs) for their computer vision projects, including automatic parameter tuning.
Field Feedback	We provide field feedback services to help our clients identify weaknesses in their models and optimize their performance.
Test, Tune, Debug	We offer services to help our clients test, tune, and debug their computer vision models to ensure that they are reliable and effective.

Stages

At Allerin, we take a step-by-step approach to delivering our computer vision expertise. We believe this approach is crucial in making sure our models are reliable and effective in various settings. We begin with creating top-notch training data, and then move on to developing and fine-tuning the models. By breaking down the process into stages, we're able to give each step the attention it deserves and make steady progress. Additionally, our phased approach allows us to be adaptable and tailor our method to the unique needs and objectives of each client. This ensures that we provide solutions that not only meet, but surpass our clients' expectations.

Stages	Focus
Initiation Stage	Data Generation: Synthetic, Augmented and Crowdsourced data is used to train and test computer vision models.
Acceleration Stage	Multimodal Computer Vision: Models are trained to process and analyze data from multiple modalities, such as images, videos, and text.
	Transforming CV Model Performance With ViTs and CapsNets: The use of transformer-based models (ViTs) and capsule networks (CapsNets) can improve model performance.
	Symbolic AI: Adding Explainability to CV Models: Symbolic AI techniques are used to add interpretability and explainability to computer vision models.
Stabilization Stage	Predictive and Prescriptive Analytics: Models are used to make predictions and prescribe actions based on data analysis.
	Smart Urban Planning Vision: Computer vision is used to support urban planning and decision making.
	Pixel Processor Arrays: Specialized hardware is used to accelerate the processing of image data.
	Self-Learning Computer Vision: Models are designed to improve their performance over time through self-learning.
	CV in Surgical Navigation: Computer vision is used to assist in surgical navigation and procedure planning.
	Hyperspectral CV Unlocking Asset Inspection: Computer vision is used to analyze data from hyperspectral imaging to support asset inspection and analysis.

Use Cases

Allerin is an invaluable asset for businesses and organizations looking to leverage the power of computer vision. We offer comprehensive support from assessing a client's needs all the way through operationalization, providing strategic planning resources along with end-to-end pipeline solutions that focus on data, models, and execution efficiency in order to ensure successful projects. With our expertise at your disposal you can be confident your CV implementation will meet its objectives!

Some of the use cases that our computer vision services cover include:

Usecase	Description
Autonomous Vehicles	We provide the roadmap for self-driving cars to explore their surroundings. By helping our clients build and improve computer vision systems, we unlock a new level of autonomy on roads all around the world!
Robotics	Our expertise helps our clients create the technology of tomorrow - robots that can use their eyes to explore and interact with the world around them. It's like a tiny glimpse into science fiction, made possible through computer vision solutions developed in tandem with us.
Video Entertainment	Computer vision technology unlocks countless opportunities to explore video content. From intelligent recommendation systems, to effective moderating tools – the possibilities of this awesome tech are seemingly endless!
Healthcare and Medical Research	By leveraging the power of computer vision, we make medical diagnostics easier and more accurate. Our AI-powered technology helps doctors to better understand images taken during patient exams so they can confidently deliver reliable results sooner.
Security and Surveillance	Our clients rely on us to take their video surveillance systems to the next level. With our help, they can unlock powerful computer vision capabilities and ensure greater safety for all.
Manufacturing	Our computer vision technology revolutionizes the manufacturing industry by automating and supervising production lines with ease. We provide a modern solution to an age-old problem, empowering factories around the world!
Banking, Insurance and Finance	Our cutting-edge computer vision solutions unlock a world of possibilities, enhancing identity authentication and providing insightful analysis of property. Empower your organization now with the latest technology!
Retail	Our computer vision technology helps power innovative retail experiences, like Amazon Go. Analyzing shopper behavior allows us to create and customize top-tier shopping solutions for businesses seeking the best customer experience.
Utilities	Our clients rely on us to leverage computer vision in order to improve efficiency and manage assets within the utilities industry. With our cutting-edge technology, we enable them to optimize their operations for optimum success!

The process flow

At Allerin, we tailor our process flow to meet the specific needs of our clients. This includes optimizing data pipelines and combining complex workflows involving multiple deep neural networks (DNNs) if necessary. We also measure and optimize domain-specific performance to ensure the best results. In this stage, we can also implement semiautomated or automated inspection loops to capture anomalies from data in the field and use this information to improve subsequent training cycles. Additionally, we can optimize the computer vision solution for use on embedded targets such as mobile devices and edge sensors.

Stage	Component
Build	Training, Model Design, Data Wrangling, Live Evaluation, Test/Tune, Evaluate, Build, Ingestion, Annotation, Data Sourcing
Operationalize	Automated QA, DNNs, Deploy and Scale, On-Premises, Operationalize, Cloud Production, Live Evaluation
Optimize	Field QA, KPI Validation, Embed Targets, loT Updates, Pipeline Optimization, Evaluate Domain Performance, Complex Workflows

If you are interested in learning more about how computer vision can benefit your business, please don't hesitate to contact us. We would be happy to discuss your needs and to provide more information about our services.