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Deep Learning, Rendering, and Imaging engine in single, easy to use agile AI Platform. Get SKY ENGINE today and save on data-related costs.
GENERATIVE AI SYNTHETIC DATA CLOUD
FOR DEEP LEARNING IN VISION AI
DEVELOPER PLATFORM
The World's Leading Full Stack Deep Learning and Synthetic Data Cloud
for Data Scientists enabling Generative Vision AI at scale
SKY ENGINE AI Synthetic Data Cloud enables building optimal, customised AI models and training them in virtual reality.
SKY ENGINE AI software allows creating a digital twin of your sensor, drone or robot and putting them through testing and training in a virtual environment
prior to real-world deployment.
SKY ENGINE AI Synthetic Data Generation makes Data Scientist life easier – produce perfectly balanced datasets for any Computer Vision applications like object detection & recognition, 3D positioning, pose estimation and other sophisticated cases including analysis of multi-sensor data i.e., Radars, Lidars, Satellite, X-rays, and more.
SKY ENGINE AI Research is conducting research and development using the AI platform for client-tailored solutions covering entire data science pipeline i.e., research, data generation, AI models training, validation, deployment and predictive analytics with adaptive AI algorithms.
And this is just the beginning...
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ACCELERATE
VISION AI DEVELOPER | DATA SCIENTIST | RESEARCHER
DATA & COMPUTER VISION TASKS
VISION AI DEVELOPER | DATA SCIENTIST | RESEARCHER
DATA & COMPUTER VISION TASKS
Build balanced dataset and optimal, customised AI models from scratch
and train them in the metaverse in SKY ENGINE AI Synthetic Data Cloud
SKY ENGINE AI – GENERATIVE AI SYNTHETIC DATA CLOUD
An all-in-one AI models development platform that's smart, fast and data-driven.
SKY ENGINE AI Synthetic Data CloudGenerative Synthetic Data Cloud for Data Scientists, Computer Vision and Software Engineers – Developers tool
SKY ENGINE AI is a generative simulation and deep learning platform that produces fully annotated synthetic data and trains AI computer vision algorithms in parallel at scale. The platform is architected to procedurally generate highly balanced imagery data of photorealistic environments and objects and provides advanced domain adaptation algorithms. SKY ENGINE AI platform is a tool for developers: Data Scientists, ML/Software Engineers creating computer vision projects in any industry.
SKY ENGINE AI is a Deep Learning environment for AI training in Virtual Reality with Sensors Physics Simulation & Fusion for any Computer Vision applications.
Synthetic Data Cloud for in-cabin monitoringSimulate synthetic data, generate ground truth & train vision AI models for driver and occupants monitoring
The SKY ENGINE AI cloud can be used to simulate Physically-accurate, photorealistic synthetic data in the RGB and IR modalities enabling accelerated training of the accurate AI models in the driver and occupants monitoring applications. These computer vision models, when incorporated in the DMS/OMS system, enable real-time assistance in identifying in-car activities and help recognizing event risks, such as their probability, direct cause, likelihood of potential injuries and severity accumulated over pre-defined period of time.
Learn moreMilitary Metaverse for simulation and trainingComputer vision AI models training and validation for defence and homeland security
Synthetic environments, context, and vessels, warships, boats, rhibs can be effectively simulated in the SKY ENGINE AI Synthetic Data Cloud to enable huge savings on testing their behaviour in a real world. SKY ENGINE AI cloud is enabling a military-grade data simulation and rendering. Learn more about how we are helping organizations in the defence industry to build robust vision AI models and military metaverse.
Case studyData Synthesis EngineSimulated multispectral data & pixel-perfect ground truth using Physically-based proprietary data synthesis engine
SKY ENGINE platform allows creating huge datasets for Deep Learning in Computer Vision quickly. Images, video, labels, depth masks, normals, ground-truth can be generated with the speed of thought. Envision, create and validate detailed virtual environment for AI models training with any object of interest. Synthetic X-rays, visible light, infrared, radars, lidars, sonar data can be effectively simulated and generated.
SKY ENGINE leverages full power of modern hardware, cloud and GPU with High Performance Computing (HPC).
Visual AI inspectionRapid AI models training in Telecommunication – case study
The solution contains modules dedicated to optimisation of cell towers and site operations, and enables automatic AI inspection i.e., equipment identification, 3D telco site reconstructions, equipment mounting quality checks, on-site device condition monitoring and connection checks of any equipment.
Main components of the platform are evolutionary AI algorithms to ensure high inference accuracy in anomalies detection and SKY ENGINE Small Data™ technology that limits the burden of data acquisition and labelling for deep training as drone imagery datasets can be generated quickly.
AI Drones & UAVs NavigationDrone datasets & Autonomous drones in vineyard – case study
Drone flights can be performed autonomously. Plants and yield are detected and mapped in a real-time. All the objects are synthetic drone-generated with labels to provide deep insights to the growers via accurate AI inspection.
SKY ENGINE's Active Space Reasoning™ system allows those robots to operate efficiently without any supervision to deliver detailed analysis and to further refine the training environment for accurate self-navigation and drone characterisation of canopy vine cane, foliar, and fruit features.
Crowd Analytics for Public SafetyHumans behavior, social distancing and 3D/2D mapping case study – Times Square, New York
Ensuring crowd safety, such as recognizing threats and distinguishing them from normal activities poses a big challenge for the monitoring and protection system.
SKY ENGINE AI enables understanding of crowd behavior and accurate detection of anomalies. City cameras can be used to recognize unusual situations with reporting in real time to the Public Security Service. SKY ENGINE AI platform tracks individual people, their distancing, 3D poses, position, and predicts actions and activities to increase public safety.
AI drones trainingHow to efficiently boost service & maintenance operations?
Automatic AI inspection with the autonomous drones can be developed in the SKY ENGINE AI platform as we created metaverse where drone-based detection is enabled prior to deployment in a real train fleet service bay. Moreover, deep learning for railway traction and equipment monitoring can be performed at the fraction of cost and time, ensuring workers safety and improving predictive maintenance capabilities in the service department.
Gain huge boost in the infrastructure uptime with metaverses created in the SKY ENGINE AI platform.
Multi-Object, Multi-Person TrackingState-of-the-art AI models created using synthetic data alone for multi-objects identity estimation and large crowd tracking
The synthetic data simulated in the SKY ENGINE AI platform enables SOTA training of the tracking AI models for multi-object and dense crowd identity estimation.
Training process can be greatly accelerated, as the AI models trained in the SKY ENGINE AI platform are fed with Physically-based simulated and balanced data with endless variations and randomizations including perfectly aligned labels. In addition, any available camera characteristics can be included at the synthetic data simulation stage to provide the most reliable data and models, well reflecting an inference hardware.
Synthetic marina for AI docking & navigationCreate synthetic marina environments to accelerate AI models training for automatic docking and navigation.
SKY ENGINE AI Synthetic Data Cloud enables streamlined data generation in computer vision projects related to the automatic docking and navigation of boats, yachts and rhibs. Data Scientists can quickly and iteratively generate data they need to achieve very high accuracy of the AI models by getting balanced and diverse datasets covering edge cases and varying environmental conditions in the SKY ENGINE AI's pre-configured scenes including sensors of interest.
Learn moreAdaptive Construction IntelligenceSKY ENGINE AI Synthetic Data Cloud enables AI solutions for AEC industry
Adaptive Construction Intelligence solutions can be build using synthetic data and deep learning in virtual environments using SKY ENGINE AI cloud. The AI models can also be validated and continuously retrained by adding diverse data of corner cases .
Computer Vision models created in the Synthetic Data Cloud enable improved on-site predictive analytics, harness safety by PPE monitoring and danger zones leading to potential decrease in hazards.
Synthetic Medical Diagnostics dataSimulate medical-grade quality synthetic data to enhance your vision AI models and improve inference accuracy
Synthetic human intestines and lesions for training of the vision AI systems in endoscopy to differentiate cancer and normal tissues. Real-time inference of polyps in colonoscopy trained purely on synthetic data from SKY ENGINE AI cloud. Many other modalities can be included like capsule endoscopy, hysteroscopy, bronchoscopy, X-rays, PET, SPECT, and more. Generate human anatomy data and train accurate AI models at scale for medical diagnostics applications with Physically-based simulation system and complex ground truths.
Run SKY ENGINE AI elsewhere.
Generative Synthetic Data at scale. Create data generation and deep learning pipeline by running SKY ENGINE AI platform in your dedicated environment or scale the workloads to the SKY ENGINE AI cloud in seconds for convenience.
Run in the cloud
Run SKY ENGINE AI platform in configured multi-GPU scalable on-demand cluster with just a few clicks.
Train AI models at scale
Avoid setting up the infrastructure and quickly scale tasks adding more workers if required.
Generate data by distributed simulations
Use SKY ENGINE AI cloud GPUs to reduce developers effort for synthetic data generation and AI models training,
SKY ENGINE AI NEWS & BLOG
Transfer Learning | Data science | Machine Learning | Synthetic Data | Vision AI
What is Transfer Learning?
Transfer learning is a computer vision approach that involves building a new model on top of a prior one. The goal is to enable the new model to learn characteristics from the existing one, allowing the new...
By SKY ENGINE AI
14 September 2023
Zero-shot learning | Data science | Machine Learning | Synthetic Data | Computer Vision
Zero-shot learning in Computer Vision/Vision AI
Zero-shot learning allows a model to complete a job without receiving any training examples by inferring what might be in an image using auxiliary information such as text descriptions.
By SKY ENGINE AI
28 August 2023
Vision Transformer | Data science | Machine Learning | Synthetic Data | Computer Vision
What is a Transformer?
Transformers, initially described in a Google paper titled "Attention Is All You Need" in 2017, use a self-attention mechanism to tackle sequence-to-sequence problems such as language translation and text...
By SKY ENGINE AI
20 August 2023
Overfitting | Data science | Machine Learning | Synthetic Data | Computer Vision
Overfitting in Machine Learning and Computer Vision
Overfitting occurs when a model fits perfectly to its training data. When the machine learning model you trained overfits to training data rather than understanding new and unknown data, the model's quality...
By SKY ENGINE AI
03 August 2023
Neural Networks Architecutres | Data science | Machine Learning | Synthetic Data | Computer Vision
What is Mask R-CNN?
Mask R-CNN, or Mask Region-based Convolutional Neural Network, is an extension of the Faster R-CNN object detection method, which is used in computer vision for both object recognition and instance segmentation.
By SKY ENGINE AI
10 July 2023
CVPR | Vision AI | Deep Learning | Synthetic Data | Computer Vision
CVPR 2023 Highlights
CVPR – Computer Vision and Pattern Recognition, the world's leading computer vision conference was filled with researchers and professionals discussing recent accomplishments in the area and looking ahead to the...
By SKY ENGINE AI
23 June 2023
Convolutional Neural Network | Data science | Machine Learning | Synthetic Data | Computer Vision
What is a Convolutional Neural Network?
The use of several hidden layers in machine learning (referred to as "deep learning") has outperformed traditional strategies for solving a variety of problems, notably in pattern recognition and object detection....
By SKY ENGINE AI
09 June 2023
Dataset distillation | Data science | Machine Learning | Synthetic Data | Computer Vision
What is Dataset Distillation?
Large-scale datasets have become the foundation for training accurate and resilient machine learning algorithms. However, as datasets become larger and more complex, training on the full dataset can become...
By SKY ENGINE AI
06 June 2023
Data split | Data science | Machine Learning | Synthetic Data | Computer Vision
How to Split Dataset in Machine Learning?
To prevent overfitting and to correctly evaluate your model, divide your data into train, validation, and test batches.
By SKY ENGINE AI
31 May 2023
SKY ENGINE AI – SHADER BALL
Unleash the Physics Simulations of Light, Quality 3D Graphics and Rendering Power
for Deep Learning in SKY ENGINE AI
SKY ENGINE AI PLATFORM FOR EXTREME DATA SCIENCE
Boost your Computer Vision and Machine Learning with unprecedented accuracy
Power of Rendering
SKY ENGINE boosts and enables self-learning with its proprietary rendering and imaging system for synthetic data acquisition.
Data Science Boost
Improve image recognition accuracy with our innovative approach where no data labelling is needed. We are advancing AI.
Scientific Research
SKY ENGINE is evolving system being academic research spin-off designed for self-learning adopting edge AI and imaging technology.
We combine the power of Deep Learning, Rendering and Imaging with state-of-the-art computing to help industries adopting efficient AI Business Transformation
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Everything you would expect
Benefits of using synthetic data
Reduced data acquisition
Large chunks of real-world training images are no longer required reducing data acquisition costs as synthetic data is diverse and covers edge-cases.
Perfectly labelled data
Synthetic data, digital twins come with labels, annotated instances and ground truths, reducing humans work.
Up to 85% cost savings
AI business transformation can be reality when generating massive synthetic training datasets at a fraction of real-world data collection and labelling cost.
Up to 50% more accurate computer vision
Training AI models with pure synthetic data and advanced domain adaptation and testing digital twins in virtual reality greatly improves model performance.
Up to 40x faster AI model development
Accelerate deployment of computer vision models by shortening training iteration cycles with adaptive data-centric evolutionary deep learning workflow.
Democratize access to AI training data
Build trust with your customers and community when creating anonymized synthetic datasets and work safely with data while preserving privacy.
