Software Alternatives, Accelerators & Startups

Labelbox VS Edgecase.ai

Compare Labelbox VS Edgecase.ai and see what are their differences

Labelbox logo Labelbox

Build computer vision products for the real world

Edgecase.ai logo Edgecase.ai

Edgecase.ai offers a full suite of services and software for data annotation, synthetic data and AI services. From dedicated professionals, to medical professionals, agronomists and other sectors.
  • Labelbox Landing page
    Landing page //
    2023-08-20

A complete solution for your training data problem with fast labeling tools, human workforce, data management, a powerful API and automation features.

  • Edgecase.ai Landing page
    Landing page //
    2023-02-13

Labelbox features and specs

  • User-Friendly Interface
    Labelbox features a clean, intuitive interface that makes it easy for users to navigate and manage their projects, even for those who are new to data labeling.
  • Collaboration Tools
    The platform includes robust collaboration tools, allowing multiple team members to work together efficiently on the same project and oversee progress in real-time.
  • API Integration
    Labelbox provides a powerful API that enables seamless integration with other tools and systems, which can help automate workflows and enhance productivity.
  • Comprehensive Annotations
    The platform supports a wide range of annotation types including bounding boxes, polygons, and more. This flexibility allows users to create detailed and precise annotations for diverse use cases.
  • Scalability
    Labelbox is designed to scale with your needs, making it suitable for small projects as well as large enterprises requiring high-volume data labeling.
  • Quality Assurance Features
    Labelbox includes features for quality control and assurance, such as review workflows and consensus scoring, to ensure the accuracy and reliability of labeled data.
  • Data Security
    With strong security protocols in place, Labelbox ensures that sensitive data is protected, meeting compliance standards for various industries.

Possible disadvantages of Labelbox

  • Cost
    Labelbox can be expensive, especially for small teams or startups. The cost might be prohibitive for those with limited budgets.
  • Learning Curve
    Despite its user-friendly interface, some advanced features have a learning curve, requiring time and training to leverage the platform's full potential.
  • Dependency on Internet Connection
    Since Labelbox is a cloud-based platform, a stable internet connection is required. Any internet issues can disrupt workflow and access.
  • Limited Offline Capabilities
    The platform's reliance on being cloud-based means it offers limited offline capabilities, restricting users who might need to work without internet access.
  • Feature Limitations on Basic Plans
    Some advanced features and integrations are only available in higher-tier plans, which can be restrictive for users on basic subscription plans.
  • Integration Complexity
    While powerful, API integrations can be complex and may require technical expertise to set up and maintain effectively.

Edgecase.ai features and specs

  • Advanced AI Solutions
    Edgecase.ai offers state-of-the-art artificial intelligence solutions tailored for various industries, providing cutting-edge technology to address complex business challenges.
  • Customizable Services
    The platform allows for highly customizable AI services, enabling businesses to tailor the AI applications to meet specific needs and requirements.
  • Experienced Team
    Edgecase.ai boasts a team of experienced AI professionals and data scientists, which ensures high-quality service delivery and expert guidance.
  • Comprehensive Support
    They provide comprehensive support and training resources to help clients effectively implement and use AI technologies.

Possible disadvantages of Edgecase.ai

  • Costs
    Advanced and customized AI solutions typically come at a higher cost, which might be a barrier for small businesses with limited budgets.
  • Complexity
    The implementation of sophisticated AI solutions can be complex and may require significant time and resources to integrate effectively into existing systems.
  • Dependency on Technology
    Businesses might become overly dependent on Edgecase.ai's technology, potentially impacting their functions if there are technical issues or changes in service offerings.
  • Data Privacy Concerns
    As with any AI service, managing and ensuring data privacy and security can be challenging, and businesses need to ensure compliance with relevant regulations.

Labelbox videos

Review App : Labelbox

More videos:

  • Review - Machine Learning Support Engineer at Labelbox
  • Review - Bounding box annotation with Labelbox

Edgecase.ai videos

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Category Popularity

0-100% (relative to Labelbox and Edgecase.ai)
Data Labeling
85 85%
15% 15
Image Annotation
84 84%
16% 16
Data Science And Machine Learning
AI
85 85%
15% 15

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Labelbox and Edgecase.ai

Labelbox Reviews

  1. Sharon
    · manager at Mcormicki ·
    Unreliable

    Service goes down often. Very slow team. Slow support.

    🏁 Competitors: Diffgram
    👎 Cons:    Slow|Bad support

Top Video Annotation Tools Compared 2022
However, Labelbox only accepts .mp4 files into their platform, and only their most basic annotation modes have the full scope of video annotation options. When annotating videos with segmentation masks, annotators must step through each frame to view their work – there is no playback option.
Source: innotescus.io

Edgecase.ai Reviews

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Social recommendations and mentions

Based on our record, Labelbox seems to be more popular. It has been mentiond 8 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Labelbox mentions (8)

  • Ask HN: Who is hiring? (October 2022)
    Labelbox | Remote | Frontend / WebGL, Backend, Engineering Managers | https://labelbox.com Labelbox is building the training data platform to power breakthroughs in machine learning. We provide an end to end solutions for the full AI lifecycle from creating catalogs of unstructured data all the way to building the tools for humans to label the data to teach machines. Why choose us? - Source: Hacker News / over 2 years ago
  • Model Assisted Labeling using Label box
    Hey, I have currently developed a U-Net model for segmentation and I am trying to use the model assisted labeling feature on LabelBox to annotate some masks, so I can save time on relabeling. I am just wondering if anyone is familiar with this feature or can give me a step by step guideline on how to go about doing this. I went through the examples on their GitHub but I’m honestly still very confused. Any help... Source: almost 3 years ago
  • What MDR is doing: a Machine Learning perspective
    By now, I hope you see where I'm going with this. What is MDR doing? They're creating the labelled data used to train severance chips. They get a raw download of human brains in encoded format, and go about manually labelling the different pieces based on their most basic elements. Then, based on this manually labelled data, an algorithm can be trained to create a severance chip. MDR is basically Labelbox for... Source: almost 3 years ago
  • [D] Any recommendations for image annotation software .
    LabelBox - they provide free versions for research. Source: almost 3 years ago
  • Video box annotation tool for Google Cloud Video Intelligence autoML CSV format ?
    Doing some progress, labelbox.com allows me to do the Video annotation, and access all data through python SDK/API... Working on converting myself to CSV GCP format :-). Source: about 3 years ago
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Edgecase.ai mentions (0)

We have not tracked any mentions of Edgecase.ai yet. Tracking of Edgecase.ai recommendations started around Mar 2021.

What are some alternatives?

When comparing Labelbox and Edgecase.ai, you can also consider the following products

Supervisely - Supervisely helps people with and without machine learning expertise to create state-of-the-art...

ByteBridge.io - Data Labeling Outsourced Service: get your ML training datasets cheaper and faster!

Playment - Playment is a fully-managed solution offering training data for AI, transcription, data collection and enrichment services at scale.

Dataloop AI - Enterprise grade data platform for AI systems in development and in production.

CloudFactory - Human-powered Data Processing for AI and Automation

CrowdFlower - Enterprise crowdsourcing for micro-tasks