Best Image Recognition Software - Page 7

How Many Image Recognition Software Products Does G2 Track?

Total Products under this Category: 693

Category Stats (Oct 2026)

  • Average Rating: 4.47/5 (↑0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Tractable (+1.45%) - Among all products in this category, Tractable recorded the largest rating increase compared to last month

Last updated: October 29, 2026

How Does G2 Rank Image Recognition Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 2,500+ Authentic Reviews
  • 693+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Image Recognition Software

G2 Grid® for Image Recognition Software plotting products by satisfaction and market presence

Highlighted products: Claude, Video AI, Google Cloud Vision API, Roboflow, Google Cloud AutoML Vision, Tractable, Microsoft Computer Vision API, and Deepdream.

Underlying data: [Grid® JSON](https://www.g2.com/categories/image-recognition/grids.json?focus%5B%5D=claude&focus%5B%5D=video-ai&focus%5B%5D=google-cloud-vision-api&focus%5B%5D=roboflow&focus%5B%5D=google-cloud-automl-vision&focus%5B%5D=tractable&focus%5B%5D=microsoft-computer-vision-api&focus%5B%5D=deepdream)

Make and model recognition

Make and model recognition (MMR) is an AI-based software providing detailed vehicle classification. The product recognizes with extremely high accuracy the category, make, model, generation, variant and color of the captured cars from front, front-side, rear and rear-side views in day and night conditions. A unique feature of the product is the recognition of so-called TAGs, i.e. detection of emergency vehicles, fire brigade, pickup truck, taxis... the software can distinguish 20 such tags. It also recognizes objects from the field of softmobility, i.e. it is able to detect pedestrians, cyclists, animals, strollers and other trolleys. MMR is updated every six months to include newly launched car models from Europe, North and South America, East Asia, the Middle East, Africa, and Australia. Typical applications: e-tolling, traffic safety and surveillance, law enforcement, access control and parking management, police and governmental use, traffic infrastructure planning, smart city solutions, and more.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Make and model recognition?

  • Object Detection: 10.0/10 (Category avg: 8.9/10)
  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Make and model recognition?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Make and model recognition?

AI-generated summary from verified user reviews

Pros
  • Users commend the high accuracy of Eyedea's MMR, recognizing an extensive array of vehicle types and details.
  • Users appreciate the detailed object recognition of Eyedea's MMR, which identifies numerous vehicle types and brands.

What Are Recent G2 Reviews of Make and model recognition?

Mphasis Scanned Document Tilt Correction

Scanned documents sometimes can have pages with wrong alignment. This can create challenges while processing of documents viz. OCR, ICR, Text extraction, image-based ML/AI modelling, etc. This solution incorporates statistical models which identify angle of tilt based on textual orientation, position of text relative to page boundaries and text clusters and corrects the alignment / tilt of the pages. This enables OCR / ICR engines to achieve higher accuracy and improves the subsequent text extraction pipelines.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Mphasis Scanned Document Tilt Correction?

  • Ease of Use: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind Mphasis Scanned Document Tilt Correction?

  • Seller: Mphasis
  • Year Founded: 2007
  • HQ Location: Reston, VA
  • Twitter: @Stelligent
    1,106 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Do G2 Reviewers Say About Mphasis Scanned Document Tilt Correction?

AI-generated summary from verified user reviews

Cons
  • Users often face maintenance issues, as the software can occasionally freeze and requires a relaunch.
  • Users often face slow performance, as the software occasionally freezes and requires restarting to continue processing documents.

What Are Recent G2 Reviews of Mphasis Scanned Document Tilt Correction?

OpenFace

OpenFace is a Python and Torch implementation of face recognition with deep neural networks and is based on the CVPR 2015

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind OpenFace?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of OpenFace?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Osaro

At Osaro, we're creating AI software that combines state-of-the-art perception with powerful adaptive decision-making abilities to help computer and robotic systems act efficiently and intelligently.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Osaro?

  • Object Detection: 10.0/10 (Category avg: 8.9/10)
  • Ease of Use: 10.0/10 (Category avg: 8.9/10)
  • Custom Image Detection: 10.0/10 (Category avg: 8.6/10)
  • Bounding Boxes: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Osaro?

  • Seller: Osaro
  • Year Founded: 2015
  • HQ Location: San Francisco, US
  • Twitter: @OsaroAI
    764 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Osaro?

Pilot AI

Pilot AI is a drop-in neural network solution for computer vision applications. The platform handles data ingestion, data labeling, model training, and on-camera applications ranging from object detection to a multitude of analytics packages that all run in real-time on even the most compute-constrained cameras.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Pilot AI?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Pilot AI?

  • Seller: Pilot AI
  • Year Founded: 2017
  • HQ Location: Irvine, US
  • LinkedIn® Page: www.linkedin.com
    297 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Pilot AI?

PixLab

PixLab is a Machine learning SaaS platform which offer computer vision and media processing APIs for developers/designers looking to implement intelligent code for their apps. PixLab is built with the following features:

  • Over 130 Machine Vision & Media Processing API endpoints.
  • State-of-the-art Optical character recognition, face detection, facial landmarks extraction, Real-time object & user recognition.
  • 1TB of media storage served from a highly available CDN over SSL.
  • NSFW content classification & filtering.
  • API for official documents (passports, ID cards) scanning.
  • AWS S3 Integration & highly available technical support.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate PixLab?

  • Object Detection: 8.3/10 (Category avg: 8.9/10)
  • Ease of Use: 6.7/10 (Category avg: 8.9/10)
  • Custom Image Detection: 8.3/10 (Category avg: 8.6/10)
  • Bounding Boxes: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind PixLab?

  • Seller: Pixlab
  • Year Founded: 2017
  • HQ Location: Houston , US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of PixLab?

Snap2Insight Image Recognition

Snap2Insight Image Recognition is an AI-powered image recognition platform purpose-built for retail execution analytics, targeting consumer packaged goods (CPG) brands. Marketed as "The Perfect Shelf Platform," it represents what the company calls Image Recognition (IR) 2.0 — a next-generation solution built on generative AI that goes far beyond traditional shelf auditing tools. At its core, Snap2Insight Image Recognition converts shelf photos — captured by field sales reps, merchandisers, crowdsourcers, or in-store robots — into rich, actionable shelf data within seconds. The platform analyzes over 1 million images every month and is trusted by leading global brands. Once photos are uploaded to the cloud, the AI accurately and instantly extracts product, price, promotion, and placement data. This data is then compared against planograms or brand standards to identify and prioritize merchandising defects, which are reported back to field reps in real time via "Best Shelf Actions" alerts. Key capabilities of the platform include: - **On-Shelf Availability (OSA) Improvement**: The solution helps brands enhance on-shelf availability by 5%–15% by rapidly identifying and resolving out-of-stock issues. Field reps receive a prioritized list of OSA issues within seconds of capturing shelf images, while corporate and account teams access web dashboards showing the highest-priority actions. - **Perfect Store Execution**: Brands can measure in-store execution against all Perfect Store and brand execution metrics — including core SKU presence, promotional execution, shelf-share, and planogram compliance — with field reps receiving real-time recommendations on prioritized actions. - **Field Booster**: Boosts retail field team productivity by 10%–15% by automating in-store audits, eliminating self-reporting, and making execution reporting objective, accurate, and actionable. CPGs working with third-party merchandisers and brokers gain the most ROI by holding them accountable to in-store execution standards. - **Instant Retail Visibility Dashboards**: Corporate and account teams gain instant visibility into execution at every store, with KPIs including OSA, out-of-stocks (OOS), share of shelf, shelf pricing, shelf placement, planogram compliance, Real-o-gram, and display/POS execution. - **Rapid Onboarding**: Unlike traditional image recognition solutions that require months of onboarding, IR 2.0 onboards new categories in days and weeks, dramatically reducing time-to-value. - **Modular Platform**: The platform is built as a flexible set of modular components, allowing brands to pick the visibility moments based on their specific needs and budget. - **Retail Insights for Commercial Planning**: Corporate teams gain data-driven insights to support better category space and trade spend planning, with the potential to increase brand growth rate by 2%–3%. Snap2Insight Image Recognition has demonstrated real-world impact, including enabling one customer to gain real-time insights across over 190,000 U.S. retail locations, resulting in year-over-year brand growth and a 20% increase in field sales productivity. The platform's sole mission is to tackle the challenges faced in retail execution through the power of AI image recognition, helping CPG brands maximize every opportunity and win at retail.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Snap2Insight Image Recognition?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Snap2Insight Image Recognition?

  • Seller: Snap2insight
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Portland, US
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®
  • Phone: (503)-747-7708

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Snap2Insight Image Recognition?

SpeedSize AI-Media Optimization

SpeedSize neuroscience-powered AI analyzes your images and videos to eliminate the data the human brain cannot perceive, then recreates it in identical quality - but smaller in size - and delivers the optimal file for each website visitor. Upgrade your website's product presentation to 4k-quality images and auto-play videos without slowing down your website.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate SpeedSize AI-Media Optimization?

  • Ease of Use: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind SpeedSize AI-Media Optimization?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of SpeedSize AI-Media Optimization?

Squirrel

SQUIRREL is a SaaS platform empowered with Artificial Intelligence, Computer Vision, and Data Analytics that provides your enterprise with the ability to Sense, Analyze and Control many aspects of the physical world digitally. In the real world, it means granular control of inventory, improved demand planning, and a tighter supply chain.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Squirrel?

  • Ease of Use: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind Squirrel?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Squirrel?

360 facevision

360 FaceVision, developed by Axix Technologies, is an advanced AI-powered facial recognition attendance system designed to revolutionize workforce management. By integrating cutting-edge technology with user-friendly interfaces, it offers swift and accurate attendance tracking, enhancing operational efficiency and security across various organizational settings. Key Features and Functionality: - Smart Interface: Intuitive touch screen interface ensures easy navigation and interaction. - Rapid Recognition: Lightning-fast AI-based face recognition technology provides swift and accurate attendance tracking. - Seamless Integration: Easily integrates with existing management software systems, minimizing operational disruptions. - Shifts Management: Efficiently handles multiple shifts without conflicting attendance data, offering flexibility for diverse work schedules. - Centralized Access: Single-window operation provides multi-branch access control, simplifying administrative tasks. - Real-Time Transmission: Organizational servers receive attendance and related data in real time, enabling immediate access to up-to-date information. - Role-Specific Consoles: Tailored consoles for employers, managers, and employees deliver role-specific functionalities, streamlining user experience. - Efficient Reporting: Robust reporting system enables comprehensive tracking of organizational efficiency and attendance metrics. - Customized Policies: Offers complete flexibility to customize HR policies and organizational rules according to specific requirements. - Payroll Management: Streamlines management of leaves, loans, bonuses, overtime, and payroll tasks, ensuring hassle-free processing. - Remote Access Control: Empowers flexible working arrangements with secure management of employee access from remote locations. - Data Security: Implements advanced measures to enhance data secrecy, ensuring confidentiality and integrity of sensitive information. - High Capacity: Manages over 500,000 facial recognition data entries, catering to diverse organizational sizes. - Secure Cloud Storage: Utilizes cloud-based systems for advanced data security, ensuring protection, accessibility, and redundancy. Primary Value and Solutions Provided: 360 FaceVision addresses the critical need for efficient and secure attendance management in organizations. By automating attendance tracking through AI-driven facial recognition, it eliminates manual errors, reduces administrative workload, and enhances overall security. The system's real-time data transmission and comprehensive reporting capabilities empower management with immediate insights, facilitating informed decision-making. Its scalability and customization options make it suitable for organizations of various sizes and structures, ensuring adaptability to specific operational needs.

Who Is the Company Behind 360 facevision?

36ZERO Vision

36ZERO Vision is an AI-powered, software-defined visual quality inspection solution designed to revolutionize manufacturing quality control. By leveraging advanced artificial intelligence and deep learning algorithms, it enables manufacturers to detect defects, anomalies, and missing parts with unparalleled accuracy and efficiency. The platform is hardware-agnostic and requires no coding expertise, making it accessible and easy to implement across various industries and production setups. Key Features and Functionality: - No-Code, Self-Service Platform: Users can set up and train the AI without any programming skills, facilitating quick deployment and ease of use. - Hardware-Agnostic Integration: Compatible with existing camera hardware, including smartphones and industrial cameras, allowing seamless integration into both new and existing production lines. - Deep Learning-Based Error Detection: Utilizes advanced algorithms to identify defects, anomalies, and missing components at a pixel level, ensuring high precision in quality inspections. - Efficient Training with Minimal Data: Achieves high accuracy with as few as five annotated images, significantly reducing the time and resources required for model training. - Continuous Improvement: The system learns and adapts over time through human feedback, enhancing its performance and reliability in dynamic manufacturing environments. Primary Value and Problem Solved: 36ZERO Vision addresses the challenges of traditional quality control methods, which often rely on manual inspections or rigid, hardware-dependent systems prone to errors and inefficiencies. By providing a flexible, AI-driven solution, it enables manufacturers to: - Reduce Errors and Recalls: Minimize the number of defective products leaving the factory, thereby decreasing recall rates and associated costs. - Enhance Productivity: Automate the quality inspection process, allowing human resources to focus on more strategic tasks and improving overall operational efficiency. - Adapt to Changing Conditions: Quickly adjust to new products or production changes without the need for extensive reconfiguration or additional hardware investments. By integrating 36ZERO Vision, manufacturers can achieve higher quality standards, reduce operational costs, and maintain a competitive edge in the rapidly evolving industrial landscape.

Who Is the Company Behind 36ZERO Vision?

3VR

3VR is a video technology and data company that solves the challenges associated with video searchability, allowing customers to rapidly gather real-time intelligence from the unstructured video data that is produced by a single camera or a global network of cameras.

Who Is the Company Behind 3VR?

  • Seller: Identiv
  • Year Founded: 2007
  • HQ Location: Santa Ana, California, United States
  • Twitter: @IdentivInc
    6,286 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    78 employees on LinkedIn®
  • Ownership: NASDAQ:INVE

4D Path

Who Is the Company Behind 4D Path?

  • Seller: 4D Path
  • Year Founded: 2016
  • HQ Location: Newton, US
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026