Best Image Recognition Software with Security Capabilities

How Many Image Recognition Software Products Does G2 Track?

Total Products under this Category: 664

Category Stats (Sep 2026)

  • Average Rating: 4.42/5 (↓0.03 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Deepdream (+5.29%) - Among all products in this category, Deepdream recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Image Recognition Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 1,900+ Authentic Reviews
  • 664+ 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: Google Cloud Vision API, Roboflow, Claude, Video AI, Google Cloud AutoML Vision, Microsoft Computer Vision API, Deepdream, and Amazon Rekognition.

Underlying data: [Grid® JSON](https://www.g2.com/categories/image-recognition/grids.json?focus%5B%5D=google-cloud-vision-api&focus%5B%5D=roboflow&focus%5B%5D=claude-2025-12-11&focus%5B%5D=video-ai&focus%5B%5D=google-cloud-automl-vision&focus%5B%5D=microsoft-computer-vision-api&focus%5B%5D=deepdream&focus%5B%5D=amazon-rekognition)

WiZR

WiZR is disrupting the video surveillance and analytics market utilizing industry-leading AI and IoT integration in a highly innovative and scalable platform.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate WiZR?

  • Object Detection: 7.5/10 (Category avg: 8.8/10)
  • Ease of Use: 9.2/10 (Category avg: 8.8/10)
  • Custom Image Detection: 7.5/10 (Category avg: 8.5/10)
  • Bounding Boxes: 7.5/10 (Category avg: 8.3/10)

Who Is the Company Behind WiZR?

  • Seller: WiZR
  • Year Founded: 2015
  • HQ Location: Santa Monica, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About WiZR?

AI-generated summary from verified user reviews

Pros
  • Users commend the excellent customer support of WiZR, which effectively addresses their needs and requirements.
  • Users value the wide range of features in WiZR, designed to enhance customer experience and meet requirements.
  • Users find WiZR to be easy to use, making customer support handling a breeze.
  • Users appreciate the user-friendly interface of WiZR, making it easy to access a wide range of features.
Cons
  • Users report navigation issues with WiZR, as the back button exits the app instead of returning to the previous page.

What Are Recent G2 Reviews of WiZR?

Hitachi Video Analytics

Hitachi Video Analytics (HVA) helps organizations gain the full value from their video data to create smarter environments that can rapidly adapt to the changing demands of customers.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Hitachi Video Analytics?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Hitachi Video Analytics?

  • Seller: Hitachi Vantara
  • HQ Location: Santa Clara, CA
  • Twitter: @HitachiVantara
    28,391 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    10,547 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Do G2 Reviewers Say About Hitachi Video Analytics?

AI-generated summary from verified user reviews

Pros
  • Users value the enhanced security measures provided by Hitachi Video Analytics, significantly boosting operational efficiency.
  • Users value the workflow efficiency of Hitachi Video Analytics, enhancing security and providing actionable data insights.
Cons
  • Users express concerns about the not user-friendly interface, making it difficult to navigate and utilize effectively.
  • Users express concerns about privacy issues with Hitachi Video Analytics, raising alarms about data security and surveillance.

What Are Recent G2 Reviews of Hitachi Video Analytics?

BitRefine Heads

BitRefine Heads is a new breakthrough in machine vision and video surveillance applications. By utilizing distributed visual data analysis approach together with complex artificial neural network structures, BitRefine Heads platform moves businesses along their continuous process of business automation to the new level of comprehensive control.

Who Is the Company Behind BitRefine Heads?

mVizn

At mVizn, we combine artifical intelligence with machince vision to create products and services designed to enhance your business processes. From tracking to security, from management to inspection, mVizn's suite of technology is capable of meeting challenges of augmenting vision based business processes

Who Is the Company Behind mVizn?

  • Seller: mVizn
  • Year Founded: 2017
  • HQ Location: Singapore, SG
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Scylla

At Scylla, our mission is to create the best possible AI tech for video surveillance. As a technology-first company, we are committed to leveraging our expertise to deliver unparalleled precision and reliability in our solutions. We not only prioritize safety but also develop highly precise and sensitive AI solutions for video surveillance and security at large. We believe that through innovation and technology, we can provide our clients with the tools they need to protect what matters most and improve productivity of their businesses.

Who Is the Company Behind Scylla?

  • Seller: Scylla
  • Year Founded: 2018
  • HQ Location: Austin, US
  • LinkedIn® Page: www.linkedin.com
    114 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Scylla?

What Are G2 Users Discussing About Scylla?

Synthetaic

Synthetaic builds software that lets our customers create AI solutions in minutes, not months. Synthetaic’s RAIC (Rapid Automatic Image Categorization) solves AI’s underlying data-labeling problem by eliminating the need for time-intensive human labeling or expensive labeled datasets. RAIC automates the analysis of large, unstructured datasets and offers instant detection of anything, at scale. It’s the way AI is supposed to work. Our solutions have been applied to critical use cases across industries, including geospatial, defense, security, science, technology, conservation, and more. To learn more, visit http://www.synthetaic.com.

Who Is the Company Behind Synthetaic?

Ultinous

Ultinous offers its video analysis services through a dedicated platform, UVAP (Ultinous Video Analysis Platform). UVAP is a set of software services that can be composed and extended in a flexible way to build scalable AI-based video analysis capability and functionality.

Who Is the Company Behind Ultinous?

  • Seller: Ultinous
  • Year Founded: 2014
  • HQ Location: Budapest, HU
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Visionbot

Visionbot offers businesses get the most out of their visual content helping derive powerful insights and driving decision making.

Who Is the Company Behind Visionbot?

VXG Cloud

Connect any number of cameras to any AI including Amazon Rekognition, Azure Cognitive Services, Google Vision AI using VXG Cloud – autoscaling video management, recording, streaming and AI pre-processing service that provides infinite scalability and 10x cost savings

Who Is the Company Behind VXG Cloud?

  • Seller: VXG
  • Year Founded: 2016
  • HQ Location: Toronto, CA
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

VXG Server

Connect cameras from different locations using VXG Server – software video management, recording, streaming and AI pre-processing server for on-premise installation with Cloud connectivity that provides 10x bandwidth reduction

Who Is the Company Behind VXG Server?

  • Seller: VXG
  • Year Founded: 2016
  • HQ Location: Toronto, CA
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Ximilar.com

Ximilar provides advanced solutions in the area of image processing and computer vision. We use techniques of AI and machine learning to deliver services like automated image categorization or tagging, object detection, face detection & recognition, reading texts from images, visual or similarity search, etc. We have several ready-to-use services and we are strong in semi-custom solutions for various industries. We have expertise, technologies, tools, processes and a team to deliver high-quality results in a short time. Our customers are mainly from the segments of e-commerce, manufacturing or bio-medicine and I would like to find out what we could do for you e.g. in automated quality control.

Who Is the Company Behind Ximilar.com?