Data Engineering Solutions
Image, Video, & Sensor Data Annotation
High-Quality Training Data to Scale AI/ML Model Development
Fuel Your AI/ML Models with High-Quality Training Data
Our team of subject matter experts delivers accurate, reliable, and domain-specific data annotation services across image, video, and sensor data types to accelerate artificial intelligence and machine learning development.
Image Data
Precisely label and categorize objects, attributes, or features within images to provide contextual information for AI/ML models.
Popular Model Applications:
- Image Generation Models
- Autonomous Vehicle LiDAR
- Robotics
- Anomaly Detection
- Product Identification
- Facial Recognition
- And More...
Video Data
Annotate frames and sequences within videos to identify objects, actions, or events, enabling AI/ML models to understand temporal relationships and dynamics.
Popular Model Applications:
- Content Moderation
- Natural Language Generation
- Content Summarization
- Search Relevance
- Multilingual Translation
- Entity & Relationships
- And More...
Sensor Data
Annotate sensor-generated data like LiDAR by identifying and labeling key features or events, such as objects, anomalies, or patterns.
Popular Model Applications:
- Robotics
- Virtual Assistants
- Speech-to-Text
- Audio Classification
- Regional Identification
- Intent Capture
- And More...
Image, Video, & Sensor Data Annotation Sub-Specialties
Beyond general visual data labeling, Innodata excels in providing specialized data annotation solutions for applications like generative AI models and content moderation programs.
Generative AI
Scale image/video generation models and LLMs by feeding them domain-specific annotated data across all data types in 120+ languages.
Popular LLM and Generative AI Model Applications:
- Image/Video Generation Models
- LLMs
- Chatbots
- Virtual Assistants
- Customer Service
Content Moderation
Scale content moderation models to identify and classify inappropriate visual content more accurately by feeding them high-quality annotated data.
Popular Content Moderation Model Applications:
- Social Media Feeds
- Gaming Feeds
- Chat Forums
- Livestreams
- User Reviews
Powerful Annotation to
Train Your AI Models
Classifications
Tags can be used to describe visible features and to classify whole images, particular areas, items, and specific attributes. Classification tags help organize and define categories that train image and video classifiers. They are the foundation for machine learning models and can be paired with other types of annotation. Ideal for: search, recommendation engines, and discovery platforms.
Polygons
Polygons allow annotators to create pixel-perfect silhouettes of amorphous entities. This accuracy is crucial for object detection, semantic segmentation, instance segmentation, volumetric segmentation, and composite objects. Ideal for: search, recommendation engines, and discovery platforms.
Keypoints
A point that defines an object or demarcates part of an object. A series of keypoints is called a point map, which is used to show the pose of an object. Ideal for keypoint detection & mapping, showing movement, and 6Dof object pose, sports analysis and medicine, virtual and augmented reality, robotic manipulation and visual navigation.
Point Cloud
By fusing 3D LiDAR sensor data with 2D images and videos, annotators are able to create cuboid annotations to track 3-dimensional objects across space and time. Ideal for autonomous vehicles, manufacturing, and agriculture.
Bounding Boxes
A bounding box is a rectangle drawn around the extremities of an object of interest to define its X and Y coordinates. Ideal for object identification, classification, and localization, damage assessment for auto insurance, product identification for retail, and product anomaly detection for manufacturing.
Lines and Splines
Lines are a series of points that can be used to define slope, direction, or edge. They define non-visible attributes of objects like mid-points and trajectories. Splines are a series of continuous irregular curves that allow the annotator to create a curve that is as close to a perfect fit of the data points as possible. Lines and splines are used to train regressor networks and keypoint detectors. Ideal for defining lane markings and interpolation.
Facial Recognition
Facial recognition relies on distinguishing subtle key attributes of a person’s face at a range of angles and in diverse lighting. Several tools including bounding boxes, persistent ID tracking across frames, and facial keypoints can be used in tandem to facilitate facial recognition. Ideal for security and identity confirmation, driver safety, organizing photography and video, emotional intelligence, and social media.
The Benefits of Image, Video, & Sensor Data Annotation with Innodata
Bringing world-class data labeling services, backed by our proven history and reputation.
High-Quality Annotated Data
We produce highly accurate annotated data across all modalities with a reputation for agility, scalability, customer-centricity, and the highest-quality data.
Multilingual Data Annotation
All major languages and dialects supported for increased model accuracy and worldwide accessibility.
Global Subject Matter Experts
Our in-house 11,500+ global subject matter experts have domain expertise, ready to annotate data for any industry-specific use case.
End-to-End Process
Our team of ontologists, linguists, annotators, QA specialists, and data scientists support building ontologies, guidelines, annotation, and model development.
Global Delivery
With multiple global delivery centers, Innodata can deliver diverse datasets of various annotated data types in 40+ languages for all your AI/ML training data needs.
Responsible AI
Innodata champions responsible AI development, ensuring your models are built on high-quality, ethically sourced datasets with a commitment to data integrity.
High-Quality Annotated Data
We produce highly accurate annotated data across all modalities with a reputation for agility, scalability, customer-centricity, and the highest-quality data.
Multilingual Data Annotation
All major languages and dialects supported for increased model accuracy and worldwide accessibility.
Global Subject Matter Experts
Utilize our in-house 11,500+ global subject matter experts with domain expertise, ready to annotate data for any industry-specific use case.
End-to-End Process
Our team of ontologists, linguists, annotators, QA specialists, and data scientists support building ontologies, guidelines, annotation, and model development.
Global Delivery
With multiple global delivery centers, Innodata can deliver diverse datasets of various annotated data types in 120+ languages for all your AI/ML training data needs.
Responsible AI
Innodata champions responsible AI development, ensuring your models are built on high-quality, ethically sourced datasets with a commitment to data integrity.
Our Image, Video, & Sensor Data Annotation Process
Trust our full-time in-house workforce to deliver powerful data labeling with industry-leading accuracy and quality.
Taxonomy <br>Creation
Guideline <br>Development
Pilot Execution <br>& Delivery
Project Kickoff
Single/Multi-<br>Pass Annotation
Quality Testing <br>& Analysis
Deep Image, Video, & Sensor Data Annotation Expertise Across All Industries
Innodata specializes in all types of data labeling projects, for any industry – no matter how complex.
Agritech or Agriculture
Crop Yield Prediction, Livestock Monitoring, Plant Disease Detection, Weed Detection and Management, Soil Moisture Monitoring, and More…
Automotive or Autonomous Vehicles
In/Off-Street Object Detection, Lane Detection and Tracking, Anomaly Detection, Sensor Fusion, Semantic Segmentation, and More…
Aviation, Aerospace, or Defense
Aircraft Detection, Air Traffic Control, Autonomous Systems Development, Predictive Maintenance, Geospatial Analysis, and More…
Banking, Financials, or Fintech
Fraud Detection, Risk Assessment, Check Processing, Customer Sentiment Analysis, Branch Monitoring, and More…
Consumer Products or Retail
Product Categorization and Classification, Inventory Management, Visual Search Engines, Customer Reviews, and More…
Energy, Oil, or Gas
Environmental Monitoring, Aerial Annotation, Fault Detection and Management, Geological Analysis, Safety Monitoring, and More…
Healthcare or Pharmaceuticals
Diagnostic Models, Medical Image Annotation, Wearable Device Sensor Data, Health Record Annotation, Pharmacovigilance, and More…
Insurance or Insurtech
Damage Assessment, Underwriting Analysis, Claims Fraud Detection, Subject Risk Assessment, and More…
Legal or Law
Forensic Analysis, Evidence Identification, Compliance Monitoring, Geospatial Annotation, and More…
Manufacturing, Transportation, or Logistics
Defect Identification, Traffic Pattern Analysis, Fleet Management, Quality Control Analysis, Warehouse Inventory Tracking, and More…
Media or Social Media
Content Moderation, Ad Placements, Facial Recognition, Recommendation Engines, Sentiment Analysis, and More…
Software or Technology
Image and Video Generation Models, Computer Vision Initiatives, Image and Object Recognition, Text-to-Image Applications, and More…
Agritech or Agriculture
Crop Yield Prediction, Livestock Monitoring, Plant Disease Detection, Weed Detection and Management, Soil Moisture Monitoring, and More….
Consumer Products or Retail
Product Categorization and Classification, Inventory Management, Visual Search Engines, Customer Reviews, and More…
Legal or Law
Forensic Analysis, Evidence Identification, Compliance Monitoring, Geospatial Annotation, and More…
Automotive or Autonomous Vehicles
In/Off-Street Object Detection, Lane Detection and Tracking, Anomaly Detection, Sensor Fusion, Semantic Segmentation, and More…
Energy, Oil, or Gas
Environmental Monitoring, Aerial Annotation, Fault Detection and Management, Geological Analysis, Safety Monitoring, and More…
Manufacturing, Transportation, or Logistics
Defect Identification, Traffic Pattern Analysis, Fleet Management, Quality Control Analysis, Warehouse Inventory Tracking, and More…
Aviation, Aerospace, or Defense
Aircraft Detection, Air Traffic Control, Autonomous Systems Development, Predictive Maintenance, Geospatial Analysis, and More…
Healthcare or Pharmaceuticals
Diagnostic Models, Medical Image Annotation, Wearable Device Sensor Data, Health Record Annotation, Pharmacovigilance, and More…
Media or Social Media
Content Moderation, Ad Placements, Facial Recognition, Recommendation Engines, Sentiment Analysis, and More…
Banking, Financials, or Fintech
Fraud Detection, Risk Assessment, Check Processing, Customer Sentiment Analysis, Branch Monitoring, and More…
Insurance or Insurtech
Damage Assessment, Underwriting Analysis, Claims Fraud Detection, Subject Risk Assessment, and More…
Software or Technology
Image and Video Generation Models, Computer Vision Initiatives, Image and Object Recognition, Text-to-Image Applications, and More…
Success Stories
Learn how we’re helping our clients secure the ground truth data they need to succeed.
