Best Image Recognition Software with On Device & Edge Capabilities

How Many Image Recognition Software Products Does G2 Track?

Total Products under this Category: 691

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 (+3.67%) - Among all products in this category, Tractable recorded the largest rating increase compared to last month

Last updated: October 22, 2026

How Does G2 Rank Image Recognition Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 2,000+ Authentic Reviews
  • 691+ 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: Video AI, Claude, Google Cloud Vision API, Roboflow, Google Cloud AutoML Vision, Microsoft Computer Vision API, Tractable, and Deepdream.

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

Google Cloud AutoML Vision

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.

Average Rating: 4.4/5.0

Total Reviews: 29

How Do G2 Users Rate Google Cloud AutoML Vision?

  • Object Detection: 8.9/10 (Category avg: 8.8/10)
  • Ease of Use: 8.6/10 (Category avg: 8.9/10)
  • Custom Image Detection: 8.8/10 (Category avg: 8.6/10)
  • Bounding Boxes: 8.8/10 (Category avg: 8.4/10)

Who Is the Company Behind Google Cloud AutoML Vision?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 60% Small, 23% Large

What Are Recent G2 Reviews of Google Cloud AutoML Vision?

What Are G2 Users Discussing About Google Cloud AutoML Vision?

Face++

Face++ provides APIs and SDKs for facial recognition.

Average Rating: 3.7/5.0

Total Reviews: 6

How Do G2 Users Rate Face++?

  • Object Detection: 8.3/10 (Category avg: 8.8/10)
  • Ease of Use: 8.9/10 (Category avg: 8.9/10)
  • Custom Image Detection: 8.9/10 (Category avg: 8.6/10)
  • Bounding Boxes: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Face++?

  • Seller: Face++
  • HQ Location: N/A
  • Twitter: @faceplusplus
    810 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 33% Medium

What Are Recent G2 Reviews of Face++?

What Are G2 Users Discussing About Face++?

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: 8.9/10)
  • Custom Image Detection: 7.5/10 (Category avg: 8.6/10)
  • Bounding Boxes: 7.5/10 (Category avg: 8.4/10)

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?

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Chooch

Chooch makes cameras intelligent. The Chooch AI Vision platform combines the power of Generative AI and Computer Vision technology to help businesses gain real-time actionable insights from their video and visual data. Chooch's AI technology instantly detects specific visuals, objects, and actions in videos and images, including critical anomalies and instantly comprehends their significance, sending real-time alerts to business systems to initiate further action. It does this in a fraction of the time a human being could. Businesses use Chooch to automate repetitive, manual video review tasks, making searching video data more efficient and allowing businesses to reallocate human resources to higher value activities. Chooch is being used across many different applications including detecting retail theft, monitoring workplace safety, detecting weapons, monitoring self-check out, digital asset management, and more.

Average Rating: 4.0/5.0

Total Reviews: 3

How Do G2 Users Rate Chooch?

  • Object Detection: 8.9/10 (Category avg: 8.8/10)
  • Ease of Use: 10.0/10 (Category avg: 8.9/10)
  • Custom Image Detection: 7.2/10 (Category avg: 8.6/10)
  • Bounding Boxes: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Chooch?

  • Seller: Chooch
  • Year Founded: 2015
  • HQ Location: San Mateo, California, United States
  • Twitter: @Chooch_AI
    1,714 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    69 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of Chooch?

CloudSight API

Cloudsight is an image recognition API providing true understanding for your digital media.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate CloudSight API?

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

Who Is the Company Behind CloudSight API?

  • Seller: CloudSight
  • Year Founded: 2012
  • HQ Location: Los Angeles, US
  • Twitter: @CloudSightAPI
    221 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of CloudSight API?

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?