Software Alternatives & Startups

GIMP VS Lightly

Compare GIMP VS Lightly and see what are their differences

GIMP

GIMP is a multiplatform photo manipulation tool.

Rating
3.0 · 1 review
Pricing
Open source
Lightly

Lightly: The Next-Generation Cloud IDE Powered By AI

Rating
0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, GIMP seems to be more popular. It has been mentioned 59 times since March 2021.

social mentions
59 vs 0
Image Editing popularity
100% vs 0%

Base details

Website, pricing, platforms and company facts side by side.

GIMP
Lightly
Website gimp.org lightly-dev.com
Pricing
Open source
—
Listed in

Features and specs

What each product offers, as listed by its team.

GIMP 4 features
Lightly 5 features
  • Free and Open Source
    GIMP is completely free to use and open source, allowing users to download, modify, and distribute the software without any cost.
  • Cross-Platform Compatibility
    GIMP is compatible with multiple operating systems including Windows, macOS, and Linux, providing flexibility for users on different platforms.
  • Extensive Plugin Support
    GIMP supports a wide range of plugins, which can be used to enhance functionality and customize the software to suit specific needs.
  • Powerful Editing Tools
    GIMP offers a comprehensive set of image editing tools for tasks such as photo retouching, image composition, and image authoring, suitable for both beginners and advanced users.

Possible disadvantages

  • Complex Interface
    The user interface can be overwhelming and not as intuitive as other commercial software, which can pose a steep learning curve for new users.
  • Performance Issues
    Some users experience performance issues, such as slow rendering times, especially when working with large files or applying multiple layers and effects.
  • Limited Professional Features
    Compared to industry-standard software like Adobe Photoshop, GIMP lacks some advanced features and tools that professionals might need for high-end work.
  • Inconsistent Updates
    Updates and new features can be inconsistent, as the development relies on a community of volunteers rather than a dedicated team.
  • Efficient Data Curation
    Lightly uses active learning and self-supervised learning techniques to help teams select the most valuable and diverse subset of data for labeling, reducing the amount of data needed for training while maintaining model performance.
  • Reduces Labeling Costs
    By intelligently selecting which images or videos to label, Lightly can significantly cut down on the manual annotation costs and time required for building computer vision datasets.
  • Self-Supervised Learning Integration
    The platform leverages self-supervised learning methods to extract meaningful embeddings from unlabeled data, enabling better understanding of dataset structure and redundancy before labeling.
  • Scalable for Large Datasets
    Lightly is designed to handle large-scale image and video datasets, making it suitable for enterprises dealing with massive amounts of visual data in computer vision projects.
  • Integration with ML Workflows
    Lightly offers APIs and integrations that allow it to fit into existing machine learning pipelines, working alongside popular annotation tools and cloud storage solutions.

Possible disadvantages

  • Learning Curve
    Teams new to active learning and self-supervised learning concepts may face a learning curve in understanding how to best utilize Lightly's data curation capabilities.
  • Narrow Use Case Focus
    Lightly is primarily focused on computer vision data curation, which may limit its usefulness for teams working with other data types such as text, audio, or tabular data.
  • Dependency on Data Quality
    The effectiveness of Lightly's curation algorithms depends heavily on the quality and representativeness of the initial dataset, which can limit results if the source data is poor.
  • Pricing for Smaller Teams
    Depending on the pricing tier, smaller teams or individual developers might find the cost of enterprise-level data curation features less accessible compared to open-source alternatives.
  • Requires Technical Expertise
    Effectively leveraging Lightly's advanced features like self-supervised learning models may require a certain level of machine learning expertise, which could be a barrier for less technical teams.

Analysis

An editorial look at what each product does well and who it suits.

GIMP
Lightly

Overall verdict

  • GIMP is generally considered a good alternative to commercial image editing software, especially for those who are looking for a cost-effective solution. While it may not have all the advanced features or polished interface of some paid options, it is powerful enough for most editing tasks and keeps improving with regular updates.

Why this product is good

  • GIMP (GNU Image Manipulation Program) is a free and open-source image editor that offers a wide range of tools and features for photo retouching, image composition, and image authoring. It is highly customizable and supports various plugins, making it a flexible option for different design needs. Its active community provides extensive support and resources for users.

Recommended for

    GIMP is recommended for beginners, hobbyists, and professionals who need a robust image editor without a financial commitment. It's suitable for users who are comfortable with learning open-source software and those who need a tool for basic to mid-level image editing tasks.

Overall verdict

  • Lightly is a solid, well-regarded platform for data curation and active learning in computer vision, offering strong tooling for selecting the most valuable images/frames to label, which helps teams reduce annotation costs and improve model performance efficiently.

Why this product is good

  • Focuses on smart data selection and curation, helping avoid wasted labeling budget on redundant data
  • Offers both open-source (Lightly SSL) and commercial (Lightly Worker/Platform) options for flexibility
  • Uses self-supervised learning techniques to find diverse, representative, or edge-case samples
  • Integrates with common MLOps and labeling tools, fitting into existing computer vision pipelines
  • Scales to large unlabeled datasets, making it useful for teams with massive raw data but limited labeling resources
  • Provides visualization and embedding tools to explore dataset distribution and detect biases or gaps

Recommended for

  • Computer vision teams looking to reduce labeling costs through smarter data selection
  • ML engineers building active learning pipelines
  • Companies with large volumes of unlabeled image or video data
  • Teams wanting to improve model performance by curating more diverse or representative training sets
  • Organizations needing to detect dataset bias, redundancy, or edge cases before annotation

Videos

Walkthroughs and reviews on video.

GIMP 3 videos + Add
Lightly 3 videos + Add

Gimp vs Photoshop - Photo Editing Software - COMPARISON 2018

More videos

  • - GIMP 2020 Preview and GIMP 2019 Recap
  • - 10 Reasons to Use GIMP in 2020 Over Photoshop

Zara Lightly Bloom Fragrance Review #summerperfumes #floral #zara#zaralightlybloom

More videos

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Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
GIMP
Lightly
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

User comments

Share your experience with using GIMP and Lightly. For example, how are they different and which one is better?

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

GIMP 3.0 · 1 review
Lightly no reviews yet

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We have no reviews of Lightly yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

GIMP 59 mentions
Lightly 0 mentions
  • Yurt Calculator
    Image Creative Commons (CC) BY-SA-NC 2005-2017, developed, designed and written by René K. Müller Graphics & illustrations made with Inkscape, Tgif, Gimp, PovRay, GD.pm Web-Site powered by FreeBSD & Debian/Linux - 100% Open Source. Source: over 3 years ago
  • I just cannot understand why they did Paint so bad
    Paint.NET for a familiar paradigm with nicer features. Pinta for an old school, simple Paint experience. Krita for more advanced drawing. Gimp for editing/manipulating photos. Source: over 3 years ago
  • Had to make This after seeing all the post over and over again
    If you don't want to pay for photoshop, check out the Gnu Image Manipulation Program at http://gimp.org which is free. It has most of what you'd want photoshop for. Source: over 3 years ago

View more

Tracking Lightly since Apr 2023.

Alternatives to GIMP and Lightly

When comparing GIMP and Lightly, you can also consider the following products.