Best Object Tracking Software, Tools, and AI: Simplifying Monitoring

Ever wonder how you can keep tabs on things in real-time without all the hassle? That’s where object tracking software and AI tools come in. They make tracking and monitoring way easier, whether you’re managing inventory or tracking movements. We’ll break down some of the best solutions out there so you can find the right fit—without getting overwhelmed by the techy stuff! Let’s explore how these tools can help simplify your day-to-day life.

1. FlyPix AI

FlyPix AI is a cutting-edge object tracking software designed to simplify complex processes. We leverage advanced AI to seamlessly track and manage objects in real-time, across multiple platforms. Whether it’s drones, cameras, or IoT devices, we provide accurate, automated solutions to help businesses gain better control and insights. No more guesswork—just precise object tracking you can trust.

Our platform integrates smoothly with existing systems, offering full compatibility with iOS, Android, and Windows. By utilizing our powerful algorithms, we make it easy to monitor and manage multiple objects simultaneously, ensuring you always know what’s happening, where, and when. With FlyPix AI, you save time, enhance efficiency, and make informed decisions faster.

FlyPix AI is adaptable for industries ranging from logistics and security to agriculture. We’ve built our system to evolve alongside your needs, providing constant updates and new features. Say goodbye to manual tracking and hello to automated accuracy.

Key Highlights

• Real-time object tracking with advanced AI
• Multi-platform compatibility (iOS, Android, Windows)
• Accurate monitoring across large areas
• Easy integration with existing systems
• Adaptable for various industries (logistics, security, etc.)
• Continuous updates and feature enhancements

Services

• Real-time tracking for drones and IoT devices
• Multi-object tracking across various platforms
• Customizable dashboards for analytics
• Integration with existing hardware and software systems
• Automated reporting and alerts

Contact Information

• Website: flypix.ai
• Address: Robert-Bosch-Str. 7, 64293 Darmstadt, Germany
• Contact Email: [email protected]
• Phone Number: +49 6151 2776497
• LinkedIn: www.linkedin.com/company/flypix-ai

2. Viso Suite

Viso Suite is an end-to-end computer vision platform designed to facilitate the development, deployment, and management of visual AI applications. It employs a no-code approach, allowing users to create applications for object detection and tracking without extensive programming knowledge. The platform supports various industries, enabling users to build scalable solutions tailored to specific use cases. 

The software integrates a wide range of functionalities, including image annotation, AI model training, and real-time analytics. Viso Suite’s modular architecture allows for seamless integration of different components, such as cameras and processing hardware, making it adaptable to various operational environments. Its robust security features ensure that applications remain protected throughout their lifecycle. 

Viso Suite is compatible with numerous platforms, including edge devices and cloud environments. The platform leverages advanced deep learning algorithms for accurate object tracking, making it suitable for applications in sectors such as retail, healthcare, and smart cities. Its user-friendly interface promotes collaboration between technical and non-technical teams, streamlining the development process.

Key Highlights

• No-code development environment
• Modular architecture for diverse applications
• Advanced deep learning algorithms
• Scalable for edge and cloud deployment
• Robust security features
• User-friendly interface for collaboration

Services

• Image annotation and labeling
• AI model training and deployment
• Real-time analytics and monitoring
• Device and fleet management
• Custom application development

Pricing Plans

• Tailored pricing based on specific tools and services you need to get started.

Contact Information

• Website: viso.ai
• LinkedIn: www.linkedin.com/company/visoai
• Twitter: twitter.com/viso_ai

3. Api4ai

Api4ai is a versatile AI platform that specializes in providing object detection and tracking capabilities through its API. The service is designed to integrate easily with existing applications, enabling users to enhance their software with advanced visual recognition features. Api4ai supports various use cases, from security monitoring to retail analytics, making it a flexible solution for businesses. 

The platform utilizes state-of-the-art machine learning models to deliver high accuracy in object recognition and tracking. Users can access a range of pre-trained models or customize their own, depending on specific requirements. Api4ai’s API-first approach ensures that developers can quickly implement object tracking functionalities without extensive overhead. Its focus on providing an accessible API makes it suitable for both startups and established enterprises looking to incorporate AI-driven visual capabilities into their products.

Key Highlights

• API-based object detection and tracking
• High accuracy with advanced machine learning models
• Customizable pre-trained models
• Broad integration capabilities
• Suitable for various industries

Services

• Object detection and tracking API
• Custom model training
• Integration support for developers
• Real-time data processing

Pricing Plans

• Contact the company to build your own plan and get corresponding pricing option

Contact Information

• Website: api4.ai
• Phone Number: +1 (408) 520-9022
• Contact Email: [email protected]
• Facebook: www.facebook.com/api4ai.solutions
• LinkedIn: www.linkedin.com/company/api4ai
• Twitter: twitter.com/Api4Ai

4. Chooch AI

Chooch AI offers a comprehensive suite of AI solutions focused on image and video analysis, including object detection and tracking. The platform is designed for scalability and can handle large volumes of data across various industries, such as security, retail, and transportation. Chooch AI’s technology leverages deep learning algorithms to provide accurate and efficient tracking of objects in real-time. 

The program features a user-friendly interface that allows users to build and deploy custom models tailored to their specific needs. Chooch AI supports integration with existing systems, making it adaptable for businesses seeking to enhance their visual recognition capabilities without overhauling their infrastructure. The platform’s focus on real-time processing and analytics enables organizations to gain actionable insights from their visual data.

Key Highlights

• Comprehensive AI solutions for image and video analysis
• Real-time object detection and tracking capabilities
• User-friendly model building and deployment tools
• Integration with existing systems
• Supports various hardware platforms

Services

• Custom AI model development
• Real-time analytics and reporting
• Integration support for existing applications
• Scalable solutions for diverse industries

Pricing Plans

• Custom pricing based on project scope

Contact Information

• Website: chooch.com
• LinkedIn: www.linkedin.com/company/chooch
• Twitter: twitter.com/chooch_ai

5. Clarifai

Clarifai is a comprehensive AI platform that specializes in computer vision, offering capabilities for object detection and tracking across various media types. Its object tracking functionality allows users to identify and monitor objects and people across multiple video frames, enhancing the understanding of dynamic scenes. The platform includes pre-built workflows that streamline the creation of object tracking applications. 

The software employs advanced deep learning models to maintain object identities as they move through video sequences. Clarifai’s BYTE Tracker model utilizes principles from the Simple Online and Real-time Tracking (SORT) framework, enabling effective tracking even in challenging conditions, such as occlusions or rapid movements. This adaptability makes it suitable for various applications, including security, retail, and autonomous systems. 

Clarifai supports integration with diverse platforms and can process large volumes of unstructured data. The platform’s user-friendly interface allows both technical and non-technical users to build and deploy AI models efficiently. With its focus on real-time analytics and automation, Clarifai serves as a valuable tool for organizations looking to leverage visual data insights.

Key Highlights

• Pre-built workflows for object tracking
• BYTE Tracker model for robust tracking capabilities
• Supports dynamic video analysis
• User-friendly interface for model creation
• Integrates with various platforms

Services

• Object detection and tracking
• Real-time video analysis
• Custom model training
• Data labeling and management
• API access for developers

Pricing Plans

• Community: $0 per month, this plan is designed for individuals and small projects, offering basic API access to start building with Clarifai’s technology.
• Essential: Starting at $30 per month, this plan supports businesses beginning to scale their AI capabilities. It includes more extensive API usage and additional features compared to the free plan.
• Professional: Starting at $300 per month, this plan is geared towards advanced users with higher-volume needs. It offers the most comprehensive set of features and higher limits, ideal for larger enterprises or intensive AI applications.

Contact Information

• Website: clarifai.com
• Contact Email: [email protected]
• LinkedIn: www.linkedin.com/company/clarifai
• Twitter: twitter.com/clarifai
• Facebook: www.facebook.com/Clarifai

6. Scale AI

Scale AI is a platform that specializes in automating data labeling and management processes for AI applications, particularly in object detection and tracking. Its object tracking capabilities are designed to enhance the accuracy of tracking systems by providing robust annotation tools that cater to complex datasets. The platform is particularly useful for industries that require high-quality labeled data, such as autonomous vehicles and security. 

The technology behind Scale AI incorporates advanced machine learning algorithms that facilitate the tracking of objects across video frames. This is achieved through a suite of post-processors that can be integrated with existing tracking systems to improve performance, especially in scenarios involving camera movement and variable conditions. 

Scale AI’s focus on automation allows for efficient handling of large-scale projects, reducing the time and resources needed for data preparation. Scale AI supports various integrations with programming environments and is designed to accommodate the needs of enterprise clients. Its user-friendly interface and emphasis on data quality make it a suitable choice for organizations looking to streamline their AI workflows while ensuring high standards of accuracy in object tracking.

Key Highlights

• Automation of data labeling processes
• Advanced machine learning algorithms for tracking
• Suite of post-processors to enhance existing systems
• User-friendly interface for efficient project management
• Suitable for large-scale, complex projects

Services

• Data annotation and labeling
• Object detection and tracking solutions
• Custom AI model development
• Integration support for various platforms

Pricing Plans

• Contact for detailed pricing information according to your needs

Contact Information

• Website: scale.com
• Contact Email: [email protected]
• LinkedIn: www.linkedin.com/company/clarifai
• Twitter: x.com/scale_ai
• Facebook: www.facebook.com/scaleapi

7. V7 Labs

V7 Labs offers a comprehensive platform for managing visual data, focusing on object detection and tracking. The platform is designed to facilitate the annotation of images and videos, enabling users to create high-quality datasets for training AI models. V7 Labs emphasizes automation, providing tools that streamline the data labeling process and improve efficiency. The object tracking capabilities of V7 Labs are enhanced by its use of proprietary algorithms that allow for precise identification and monitoring of objects across video sequences. 

The platform supports various applications, including surveillance, autonomous systems, and industrial automation, making it adaptable to different sectors. V7 Labs also features an intuitive user interface that simplifies the model-building process, making it accessible to both technical and non-technical users. 

V7 Labs integrates with existing workflows and supports a range of data formats, ensuring flexibility in deployment. Its focus on collaboration and data management allows teams to work together, optimizing the development and implementation of AI solutions.

Key Highlights

• Comprehensive visual data management platform
• Proprietary algorithms for precise object tracking
• Intuitive user interface for easy model building
• Supports various applications across industries
• Seamless integration with existing workflows

Services

• Object detection and tracking
• Automated data annotation and labeling
• Data management and organization tools
• Collaboration features for team projects

Pricing Plans

• Basic (Free): This plan allows users to try V7 Labs’ services at no cost, with access to up to 1,000 files and 3 seats, making it ideal for initial trials or small projects.
• Starter: Priced at $499 per month, this plan is designed for small teams or single deployments focused on image data. It includes more features and higher usage limits compared to the free plan.
• Business: For scalable training data operations across various data modalities, this plan requires direct consultation with sales. It is tailored to organizations needing extensive data management capabilities.
• Pro: Also requiring direct sales consultation, this plan supports collaborative workflows across multiple departments, offering advanced features and scalability for larger, more complex operations.

Contact Information

• Website: v7labs.com
• Address: London HQ V7 Ltd, 8 Meard Street, W1F 0EQ
• LinkedIn: www.linkedin.com/company/v7labs
• Twitter: twitter.com/v7labs
• Instagram: www.instagram.com/v7labs

8. Toloka

Toloka is a crowdsourcing platform that enables users to create and manage tasks for data labeling, including object detection and tracking. The platform connects businesses with a global network of contributors, allowing for efficient and scalable data annotation projects. Toloka offers a user-friendly interface and a range of customization options to suit various project requirements. 

The object detection and tracking capabilities of Toloka are facilitated through project presets and templates. Users can select from predefined templates or create custom tasks, specifying the object types to be detected and tracked. Toloka’s platform supports various annotation tools, such as bounding boxes and polygons, enabling precise object identification and monitoring across video frames. 

Toloka’s crowdsourcing model allows for parallel processing of data, accelerating the object tracking process. The platform incorporates quality control mechanisms, such as test questions and agreement thresholds, to ensure the accuracy of labeled data. Toloka’s flexibility in pricing and task allocation makes it suitable for projects of varying sizes and budgets.

Key Highlights

• Global crowdsourcing platform for data labeling
• Presets and templates for object detection and tracking
• Supports multiple annotation tools and object types
• Parallel processing for efficient data labeling
• Quality control mechanisms for accurate results

Services

• Task creation and management
• Crowdsourcing of data labeling projects
• Quality control and result validation
• Flexible pricing and task allocation
• Reporting and analytics

Pricing Plans

• Their AI staff analyze your business needs and design a pipeline with automated labeling plus human expertise and oversight to deliver the best speed and quality

Contact Information

• Website: toloka.ai
• Address: Schiphol Boulevard 165, Amsterdam, Netherlands
• LinkedIn: www.linkedin.com/company/toloka
• Twitter: twitter.com/tolokaai
• Facebook: www.facebook.com/globaltoloka

9. Superannotate

Superannotate is an AI-powered platform that specializes in computer vision annotation, including object detection and tracking. The software offers a comprehensive suite of tools for creating high-quality training datasets, with a focus on efficiency and collaboration. Superannotate supports various data formats and integrates with popular machine learning frameworks. 

Superannotate enables users to annotate objects in video sequences with minimal effort. The platform’s semi-automatic tools, such as interpolation and propagation, allow for rapid annotation of objects across multiple frames. Superannotate’s object tracking capabilities are enhanced by its ability to handle occlusions and handle object splits and merges. 

Superannotate’s platform is designed to facilitate collaboration among teams, with features like task assignment, progress tracking, and version control. The software supports integration with cloud storage providers and offers APIs for custom integrations. Superannotate’s focus on automation and efficiency helps organizations streamline their data annotation workflows and accelerate the development of computer vision applications.

Key Highlights

• AI-powered annotation platform for computer vision
• Semi-automatic tools for efficient object tracking
• Handles occlusions and object splits/merges
• Collaborative features for team projects
• Integrates with popular ML frameworks and cloud storage

Services

• Data annotation and labeling
• Object detection and tracking
• Collaboration and task management tools
• Integration with cloud storage and ML frameworks
• Custom API development

Pricing Plans

• Free Plan: Ideal for early-stage startups, academics, and researchers, offering basic features like annotation editors, team management, and cloud integrations. Limited to 3 users and 5000 items.
• Pro Plan: Designed for scaling sophisticated AI projects, providing automation tools, natural language search, pipeline orchestration, and annotation services. Requires contacting sales for pricing.
• Enterprise Plan: Best suited for well-established, recurring, and high-volume AI projects, offering platform onboarding, custom scripts, workforce management, guaranteed quality SLAs, and enterprise customer support. Pricing is custom-tailored based on specific requirements.

Contact Information

• Website: superannotate.com
• LinkedIn: www.linkedin.com/company/superannotate
• Twitter: x.com/superannotate
• Facebook: www.facebook.com/superannotate

10. OpenCV

OpenCV (Open Source Computer Vision Library) is a popular open-source library for computer vision and machine learning, offering a range of tools and algorithms for object detection and tracking. The library is written in C++ and provides Python and Java interfaces, making it accessible to developers across various programming languages. OpenCV is widely used in academia and industry for applications such as image and video analysis, robotics, and augmented reality. 

The tool provides object-tracking functions through a set of algorithms optimized for different scenarios and requirements. These algorithms include BOOSTING, MIL, KCF, CSRT, MedianFlow, TLD, MOSSE, and GOTURN. Each tracker has its own strengths and weaknesses, allowing users to select the most appropriate one based on factors such as accuracy, speed, and robustness to occlusions and scale changes. 

OpenCV’s object tracking algorithms can be easily integrated into existing projects, thanks to its extensive documentation and active community support. The library provides a consistent API across different trackers, simplifying the process of experimenting with various approaches. OpenCV’s open-source nature also allows for customization and extension of the tracking algorithms to suit specific needs.

Key Highlights

• Open-source computer vision library
• Supports multiple object tracking algorithms
• Optimized for different performance and accuracy requirements
• Available in C++, Python, and Java
• Widely used in academia and industry

Services

• Object detection and tracking algorithms
• Consistent API for easy integration
• Extensive documentation and community support
• Customizable and extensible code base

Pricing Plans

• OpenCV is an open-source library available free of charge

Contact Information

• Website: opencv.org
• Contact Email: [email protected]
• Twitter: twitter.com/opencvlibrary
• Facebook: www.facebook.com/opencvlibrary

11. Imagga

Imagga is an AI-powered platform that offers a range of image recognition solutions, including object tracking capabilities. The software employs advanced deep learning algorithms to enable automatic tagging, categorization, and visual search of images and videos. Imagga supports integration with various platforms and can handle large volumes of visual data. 

The object tracking feature of Imagga allows users to monitor the movement of objects across video frames, making it useful for applications such as security surveillance, traffic monitoring, and sports analytics. The platform’s API-based approach simplifies the integration of object tracking functionality into existing applications, catering to the needs of developers and businesses. 

Imagga’s comprehensive suite of tools also includes content moderation, face recognition, and custom model training. The software’s user-friendly interface and extensive documentation facilitate easy implementation and customization, ensuring that users can leverage its capabilities to enhance their visual analysis workflows.

Key Highlights

• AI-powered image recognition platform
• Object tracking capabilities for video analysis
• Automatic tagging, categorization, and visual search
• API-based integration for easy implementation
• Supports custom model training

Services

• Object detection and tracking
• Image and video tagging and categorization
• Visual search and similarity analysis
• Content moderation and face recognition
• Custom model development and deployment

Pricing Plans

• Free Plan: $0/month for up to 1,000 API requests, suitable for technology testing. Includes basic solutions like tagging, categorization, cropping, and color analysis with online documentation.
• Indie Plan: $79/month for 70,000 API requests. This plan includes basic solutions along with access to the Visual Search API, Background Removal API, and Barcode Recognition API.
• Pro Plan: $349/month for 300,000 API requests. In addition to the Indie plan features, it offers Face Recognition API and priority support.
• Enterprise Plan: Custom pricing for over 1,000,000 API requests. This plan includes custom model training, pay-per-use options, a dedicated support engineer, and on-premise deployment capabilities.

Contact Information

• Website: imagga.com
• Address: bul. Cherni Vrah 47A, floor 4, 1407, Sofia, Bulgaria
• Contact Email: [email protected]
• Twitter: twitter.com/imagga
• LinkedIn: www.linkedin.com/company/imagga
• Facebook: www.facebook.com/imagga

12. SentiSight.ai

SentiSight.ai is a computer vision platform that specializes in object detection and tracking, enabling users to build intelligent visual applications. The software leverages deep learning algorithms to provide accurate and reliable tracking of objects in real-time, making it suitable for various industries such as retail, security, and transportation. 

SentiSight.ai’s object tracking functionality allows for the identification and monitoring of multiple objects simultaneously, even in complex environments with occlusions or varying lighting conditions. The platform’s modular architecture enables seamless integration with existing systems, allowing users to enhance their applications with advanced visual capabilities. 

The software supports a range of deployment options, including on-premise and cloud-based solutions, ensuring flexibility for organizations with diverse infrastructure requirements. SentiSight.ai’s user-friendly interface and comprehensive documentation simplify the development and deployment process, empowering both technical and non-technical users to create innovative visual applications.

Key Highlights

• Specialized in object detection and tracking
• Supports real-time multi-object tracking
• Modular architecture for easy integration
• On-premise and cloud deployment options
• User-friendly interface and documentation

Services

• Object detection and tracking
• Real-time analytics and monitoring
• Custom model development and training
• Integration support for existing systems
• Technical support and consulting

Pricing Plans

• SentiSight.ai operates on a pay-as-you-go wallet system, providing users with flexibility and cost-effectiveness while utilizing the platform. New users receive €20 in free credits upon signing up for a SentiSight.ai account. Additionally, every user benefits from €5 of free credits each month to use on the platform. This structure allows users to access services without incurring costs, as long as they stay within the limits of their free credits, which equate to 5,000 predictions, 5,000 labels, or 83 minutes of training time.

Contact Information

• Website: sentisight.ai
• Address: Laisves av. 125A, Vilnius, LT-06118, Lithuania
• Phone Number: +370 5 277 3315
• Contact Email: [email protected]
• Twitter: twitter.com/Neurotec
• LinkedIn: www.linkedin.com/company/neurotechnology
• Facebook: www.facebook.com/Neurotechnology

13. Ultralytics

Ultralytics focuses on YOLO models through its platform, where users upload images or data, make adjustments, and create custom AI tools without writing code. The setup allows quick training of machine learning models using pre-built options and templates, followed by testing. Object tracking comes built into the YOLO system, with support for real-time tracking in videos, different tracker algorithms like BoT-SORT or ByteTrack, and parameter tweaks for specific needs. The platform handles everything from model creation to deployment in a no-code way for 

many steps. 

Key Highlights:

• Drag-and-drop data upload for model building
• Pre-built models and templates available
• Model testing directly on the platform
• Different licensing paths including AGPL-3.0 for free tier
• Support for training and inference in cloud

Services:

• Model training in cloud
• Inference API access
• Manual data annotation
• On-premise deployment options
• Dedicated customer support for enterprise
• Source code access in higher tiers

Pricing Plans:

• Free $0 per user/month with $25 one-time credits, unlimited public/private projects and datasets, 3 cold-start deployments, 100 GB storage, manual annotation, community support
• Platform Pro coming soon with 200GB storage, train models with Ultralytics Cloud pay-per-use based on GPU, $20 monthly credits, inference API, teams
• Platform Enterprise customized with unlimited storage, on-premise options, source code access, SLA access, dedicated customer support (request quote)

Contact Information:

• Website: www.ultralytics.com
• Email: [email protected]
• Address: 5001 Judicial Way Frederick, MD 21703, USA
• LinkedIn: www.linkedin.com/company/ultralytics
• Twitter: x.com/ultralytics

14. Roboflow

Roboflow provides an end-to-end setup for building and deploying computer vision applications, covering dataset curation, labeling, model training, evaluation, and deployment to cloud or edge. Users can combine custom models with open-source ones, LLM APIs, and other logic in workflows. Deployment happens through hosted APIs or edge solutions with video streams and image data. Inference serves as an open-source, high-performance option that runs models quickly, even locally with simple install commands.

The platform suits developers who want fast starts and handles both public exploration and private projects. It sees use across industries like security, retail, automotive, healthcare, and manufacturing.

Key Highlights:

• Integrated workflow from data to deployment
• Open-source Inference for quick local runs
• Private data handling in paid plans
• Support for edge and cloud deployments
• Add-ons for extra seats, manufacturing tools, labeling services

Services:

• Data labeling with AI assistance
• Model training and evaluation
• Workflow building and versioning
• Hosted API and batch processing
• Edge deployment with commercial license
• Model monitoring and analytics

Pricing Plans:

• Public Free with $60/mo free credits, $4/credit, 2 users, community support
• Core $79/month billed annually or $99 per month with $60/mo free credits, $4/credit, 3 users, community support
• Enterprise custom with contact sales

Contact Information:

• Website: roboflow.com
• LinkedIn: www.linkedin.com/company/roboflow-ai
• Twitter: x.com/roboflow

15. Encord

Encord handles management, curation, and annotation of unstructured multimodal data at scale, turning large volumes into training-ready sets for AI models. The platform emphasizes fast processing for high-quality data used in training, fine-tuning, and alignment. It includes tools for labeling videos and images with features like automated object tracking across frames, interpolation, and AI assistance to reduce manual work while keeping accuracy up.

Annotation supports scenarios where objects need consistent IDs over time, such as in video sequences. The approach feels practical for teams dealing with complex or lengthy visual data.

Key Highlights:

• Scalable handling of petabyte-level multimodal data
• AI-assisted annotation and curation
• Tools for video labeling with tracking
• Quality validation during annotation
• Support for production AI deployment

Services:

• Data curation and management
• Annotation for images and videos
• Automated object tracking in videos
• Model evaluation support
• Multimodal data processing
• AI-assisted labeling features

Pricing Plans:

Encord keeps pricing details private and does not display any standard tiers or costs openly on the site. Potential users are encouraged to contact the sales team directly to describe their project scale, data types, and requirements, then receive a personalized pricing proposal that fits.

Contact Information:

• Website: encord.com
• LinkedIn: www.linkedin.com/company/encord-team

16. Norfair

Norfair acts as a lightweight tracking library that works with any detector outputting (x, y) coordinates, covering object detection, keypoints, and similar tasks. Users plug it into existing video pipelines or build new ones from scratch. It handles moving cameras, re-identification via appearance embeddings, and tracking in higher dimensions. Custom distance functions let people define their own comparison strategies, while predefined ones come included. Speed depends mainly on the detector feeding it detections.

The open-source nature makes it straightforward to insert into projects without heavy overhead. It suits cases where flexibility in tracking logic matters more than a full platform.

Key Highlights:

• Compatible with various detectors via coordinates
• Modular insertion into pipelines
• Support for moving camera and re-identification
• Customizable distance functions
• Fast performance limited by detector

Services:

• Object tracking in video streams
• Support for n-dimensional tracking
• Video helper features with OpenCV
• Metrics evaluation for MOT
• Examples and demos with Dockerfiles

Pricing Plans:

Free and open-source (install via pip)

Contact Information:

• Website: github.com/tryolabs/norfair
• LinkedIn: www.linkedin.com/company/github
• Twitter: x.com/github
• Instagram: www.instagram.com/github

17. CVAT.ai

CVAT.ai serves as an annotation platform for images, videos, and 3D data in computer vision projects. It started from an internal Intel tool and went open source before becoming its own company. Annotation covers bounding boxes, polygons, points, skeletons, cuboids, and trajectories. Video work includes track mode for creating sequences linked across frames with automatic interpolation between keyframes. Users adjust shapes on specific frames, and the system fills in the gaps for moving objects. AI tools assist with automatic detection, segmentation, and tracking, including integration for models like SAM2 via agents for video object tracking. The setup handles manual review, quality checks, and exports in various formats.

Cloud-based plans add storage, project limits, team features, and more AI calls for automation. On-premise options exist for enterprise needs with extra security controls. The interface feels straightforward for anyone who’s annotated videos before, though setting up custom AI agents takes some extra effort if going beyond built-ins. 

Key Highlights:

• Track mode for video sequences with interpolation
• AI-assisted tracking including SAM2 integration
• Support for multiple shape types including trajectories
• Cloud storage and API access in paid plans
• Automation via internal/external AI agents
• Quality control with manual review and reports

Services:

• Image, video, and 3D annotation
• Automatic annotation and tracking tools
• Project and task management
• Data export with annotations and images
• Integrations with Hugging Face and Roboflow
• Webhooks and role-based controls in higher tiers

Pricing Plans:

• Free 1-2 members
• Team Monthly $33/per user (2-50 seats) $66/month for 2 users
• Team Yearly $23/per user (2-50 seats) $46/month for 2 users save 30%
• CVAT for Enterprises starting at $12,000 per year

Contact Information:

• Website: www.cvat.ai
• LinkedIn: www.linkedin.com/company/cvat-ai
• Facebook: www.facebook.com/cvat.corp

18. Labelbox

Labelbox handles data labeling and management for AI development, with a strong emphasis on video annotation alongside other types. The platform supports per-frame labeling using bounding boxes, polylines, points, or segmentation masks. Video editor includes automatic object tracking where users draw a box once and let it follow across frames for a set number or until the end. Interpolation happens between keyframes for efficiency. Additional areas cover reinforcement learning data, custom evaluations, robotics datasets with trajectories and multimodal annotations, plus an expert network for human input.

Usage runs on a pay-for-what-you-use model via Labelbox units based on data rows processed. Free access exists for educational non-commercial work. The video tools make it practical for scenarios needing consistent object IDs over time without constant manual tweaks. 

Key Highlights:

• Video editor with automatic bounding box tracking
• Segmentation masks for precise video labeling
• Support for keyframes and interpolation
• Tools for RL data and robotics trajectories
• Expert network for specialized labeling
• Usage-based billing with estimates available

Services:

• Video and image annotation
• Data curation and cataloging
• Model-assisted labeling
• Custom evaluations and rubrics
• Robotics data collection
• Labeling services for various needs

Pricing Plans:

• Starter/free tier with basic usage and no upfront payment
• Pay-as-you-go based on LBUs $0.10 per LBU (Catalog 1 LBU per 60 Data Rows, Annotate 1 LBU per labeled Data Row, Model 1 LBU per 5 Data Rows)
• Contact sales for volume discounts or higher needs
• Free for qualified education and non-commercial research

Contact Information:

• Website: labelbox.com
• LinkedIn: www.linkedin.com/company/labelbox
• Facebook: www.facebook.com/getlabelbox
• Twitter: x.com/labelbox

19. Segments.ai

Segments.ai specializes in labeling for segmentation tasks, particularly with point clouds, images, and multi-sensor data aimed at robotics and autonomous driving. It supports sequences where objects get tracked across frames using automated cuboid propagation – label once, then hit play for the system to follow movement. Timeline views show track bars and keyframes for easier adjustments and QA. Features include 2D-3D projections, pre-labeling with models, active learning workflows, and AI tools for faster work. Fusion setups handle sensor combinations with early fusion options and unlimited sizes in higher plans. Core plan suits separate sensors while Fusion adds multi-sensor interfaces and priority support. The automated tracking in sequences cuts down repetitive work on moving objects, though it still needs manual oversight for accuracy. 

Key Highlights:

• Automated object tracking in sequences for cuboids
• Multi-sensor fusion and projections
• Point cloud streaming and merging
• Active learning and model pre-labeling
• Timeline for tracks and QA
• Generative AI for corrections

Services:

• Image and point cloud labeling
• Sequence and video frame annotation
• Sensor fusion interfaces
• AI-powered labeling tools
• Active learning pipelines
• Cloud bucket integrations

Pricing Plans:

• Core $9,600 per year starting at 3,600 hours/yr of labeling usage (equivalent to $2.67/hour)
• Fusion custom quote per year starting at 5,000 hours/yr of labeling usage
• Enterprise custom quote per year includes +150,000 hours/year of labeling usage

Contact Information:

• Website: segments.ai
• Email: [email protected]
• LinkedIn: www.linkedin.com/company/segmentsai
• Twitter: x.com/segmentsai

20. Vaidio.ai

Vaidio.ai provides AI video analytics focused on object-based detection and processing for security, safety, and operational uses. It analyzes live or recorded video feeds to identify and handle objects in real time across cameras. The platform incorporates convolutional neural networks, transformers, and vision-language models for detection and insights. Modular design allows adoption of new AI without full replacements. Applications cover industries like smart cities, transportation, healthcare, retail, and manufacturing for actionable alerts and efficiency.

Object tracking appears as part of its core analytics for following items or people through scenes in video streams. The emphasis stays on deployment-ready intelligence rather than manual annotation. It runs on embedded AI from its research institute origins. Website: 

Key Highlights:

• Object-based detection in video
• Real-time analytics across multiple cameras
• Integration of VLMs and LLMs
• Modular platform structure
• Adaptable to various scales

Services:

• AI video analytics
• Object detection and tracking
• Security and safety monitoring
• Operational insights
• Industry-specific applications
• Scalable camera support

Pricing Plans:

Vaidio.ai avoids publishing any public price lists, subscription tiers, or fixed costs on their website. If you’re considering the platform, the best step is to reach out to their sales department, outline your camera count, use cases, and deployment preferences, and they’ll provide a bespoke quote tailored to your situation.

Contact Information:

• Website: www.vaidio.ai
• Address: 263 Tresser Boulevard, 9th Floor Stamford, CT 06901 USA
• LinkedIn: www.linkedin.com/company/vaidioai

21. FairMOT

FairMOT combines object detection and re-identification into one network for multi-object tracking. The approach addresses issues where separate branches hurt performance by carefully balancing the tasks. It runs at reasonable speeds while producing solid results on standard tracking benchmarks.

The method uses a single-shot framework with anchor-free detection and appearance embedding for matching across frames. Pretraining on additional datasets helps improve generalization. Demos show it handling crowded scenes with persistent IDs for moving objects. The whole thing feels like a clean, no-nonsense baseline that people still reference when trying new tracking ideas. 

Key Highlights:

• Single network for detection and re-identification
• Anchor-free detection head
• Appearance embedding for matching
• Pretraining on CrowdHuman dataset
• Support for bounding boxes outside image boundaries

Services:

• Multi-object tracking in videos
• Real-time inference capability
• Re-identification branch integration
• Evaluation on MOT challenge datasets
• Video demo examples

Pricing Plans:

Free and open-source (available on GitHub)

Contact Information:

• Website: github.com/ifzhang/FairMOT
• LinkedIn: www.linkedin.com/company/github
• Twitter: x.com/github
• Instagram: www.instagram.com/github

22. Lumana.ai

Lumana.ai delivers AI-powered video security that works with existing cameras or full system replacements. The platform processes footage to detect events quickly and accurately. It includes centralized management, remote access, and mobile app support.

Core offering replaces traditional NVRs with AI processing. VMS+ adds modern video management features. Hardware options bring AI to any camera setup. Pricing stays all-inclusive with lifetime warranty covering everything. The focus on unlimited cameras and users makes scaling straightforward without constant add-ons. 

Key Highlights:

• AI event detection in video footage
• Support for third-party cameras
• Mobile app for remote access
• Unlimited cameras, locations, users
• Lifetime warranty included

Services:

• AI video security processing
• Centralized camera management
• Smart search in footage
• Real-time system monitoring
• Enterprise role management
• Audit logs and reporting

Pricing Plans:

Lumana.ai tailors pricing to each organization and does not list fixed public plans. Interested parties should request a demo or contact sales to discuss camera count, locations, and specific needs, then receive customized pricing details.

Contact Information:

• Website: lumana.ai
• Email: [email protected]
• Address: 20 S. Santa Cruz Ave (320) Los Gatos, CA 95030
• LinkedIn: www.linkedin.com/company/lumana-ai
• Facebook: www.facebook.com/LumanaHQ
• Twitter: x.com/LumanaHQ
• Instagram: www.instagram.com/lumana.ai

23. Detectron2

Detectron2 serves as a flexible library for object detection and segmentation tasks. It supports various advanced features like panoptic segmentation, DensePose, Cascade R-CNN, rotated bounding boxes, PointRend, DeepLab, ViTDet, and MViTv2. Researchers use it as a base to build and experiment with new models.

Models export to TorchScript or Caffe2 for deployment. Training runs noticeably faster compared to earlier versions. The model zoo provides pretrained baselines ready for download. While not strictly a tracking tool, its detection components often feed into multi-object tracking pipelines. The codebase feels solid and well-documented for anyone tinkering with vision research. 

Key Highlights:

• Support for panoptic segmentation and DensePose
• Cascade R-CNN and rotated bounding boxes
• PointRend and DeepLab integration
• ViTDet and MViTv2 architectures
• Export to TorchScript or Caffe2

Services:

• Object detection and instance segmentation
• Panoptic and semantic segmentation
• Model training acceleration
• Pretrained model zoo access
• Research project foundation

Pricing Plans:

Free and open-source (Apache 2.0 license)

Contact Information:

• Website: github.com/facebookresearch/detectron2
• LinkedIn: www.linkedin.com/company/github
• Twitter: x.com/github
• Instagram: www.instagram.com/github

Conclusion

The landscape of object tracking software and tools continues to evolve, offering a diverse range of capabilities tailored to various industries. From advanced machine learning algorithms to user-friendly interfaces, these solutions enhance the ability to monitor and analyze visual data effectively. As organizations increasingly rely on visual recognition technologies, the importance of selecting the right tools becomes paramount. By understanding the features, pricing structures, and deployment options available, users can make informed decisions that best meet their specific needs and drive innovation in their projects.