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Top 10 Best Images Editing Software of 2026

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Top 10 Best Images Editing Software of 2026

Guide compares images editing software options like Canva, GIMP, and Krita, focusing on features and fit for photo editing workflows.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Images editing software matters for turning captured pixels into production-ready assets, especially when workflows span RAW conversion, layer-based retouching, and export control for web and print. This comparison helps analysts and operators weigh desktop-grade editors against browser-based tools for throughput, masking depth, collaboration, and format handling without committing to a full design stack.

Canva is the best overall choice for marketing teams that need repeatable web and social image edits because its brand kit keeps typography and styling consistent while the layer-based editor lets you refine without rebuilding layouts, whereas GIMP fits photographers and designers who want deep, scriptable extensibility for precise retouching.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Canva

Brand Kit and reusable brand styles apply consistent typography, colors, and elements across new edits.

Best for: Fits when marketing teams need fast, repeatable image edits for web and social.

2

GIMP

Editor pick

Highly extensible plugin and scripting workflow for custom filters and repeatable batch edits.

Best for: Fits when photo retouching and graphic edits need extensibility and scriptable repeatability.

3

Krita

Editor pick

Highly configurable brush engine with advanced per-brush dynamics that stays usable for both painting and retouching.

Best for: Fits when designers and photographers need layer-driven retouching with brush-based precision.

Comparison Table

1
CanvaBest overall
SMB
9.0/10
Overall
2
open-source
8.8/10
Overall
3
open-source
8.6/10
Overall
4
enterprise
8.3/10
Overall
5
8.1/10
Overall
6
consumer
7.7/10
Overall
7
7.5/10
Overall
8
open-source
7.2/10
Overall
9
6.9/10
Overall
10
6.7/10
Overall
#1

Canva

SMB

Browser-based design and photo editing software with templates, background removal, and collaborative editing.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Brand Kit and reusable brand styles apply consistent typography, colors, and elements across new edits.

For image editing in Canva, the common workflow is importing media into a canvas and adjusting it with effects, cropping, and masking controls while keeping editable layers for later changes. The editor adds design primitives like text styles, vector graphics, and reusable components so photo edits can stay consistent across marketing layouts. Collaboration and version-like iteration are handled through shared projects and team access, which fits organizations that review and iterate visuals frequently.

A key tradeoff is that Canva’s photo retouching depth does not match dedicated editors when workflows require advanced RAW processing, fine color management controls, or frequency separation style effects. Canva fits best when creating social creatives, thumbnails, and lightweight retouching for campaigns where turnaround speed and brand consistency matter more than specialist pixel-level precision.

Pros
  • +Layer-based editor supports ongoing edits without rebuilding layouts
  • +Masking and background tools accelerate common cutout workflows
  • +Template and brand styles reduce variation across visual assets
  • +Team collaboration tools support shared review loops
Cons
  • –Advanced RAW processing and deep color tools are limited
  • –Retouching workflows need external tools for professional skin work
  • –Exported results can require extra proofing for strict print pipelines
  • –Some advanced effects depend on app or feature availability
Use scenarios
  • Marketing designers

    Create social images from photo assets

    Faster production with fewer revisions

  • Small businesses

    Retouch photos for ads and banners

    Consistent visuals across channels

Show 2 more scenarios
  • Content teams

    Standardize thumbnails and cover art

    Lower layout drift across posts

    Reusable components and shared projects speed updates when assets need brand-aligned changes.

  • Agencies

    Collaborate on client visual drafts

    Shorter review cycles

    Shared project workflows let multiple reviewers iterate on the same canvas without file transfers.

Best for: Fits when marketing teams need fast, repeatable image edits for web and social.

#2

GIMP

open-source

Open-source image editor for retouching, compositing, painting, and plugin-based workflows.

8.8/10
Overall
Features8.8/10
Ease of Use8.9/10
Value8.7/10
Standout feature

Highly extensible plugin and scripting workflow for custom filters and repeatable batch edits.

GIMP is a raster-focused image editor that differentiates itself with a highly extensible plugin architecture and a long-running customization culture. It supports a full layer stack with masks, non-destructive adjustment workflows via editable parameters, and strong core retouching tools like cloning and healing.

The editing engine handles common photo retouching operations such as curves, levels, blend modes, and histogram viewing, with batch processing built for repetitive exports. GIMP’s workflow is shaped by its file format choices and scriptable automation using built-in scripting interfaces that many teams extend with custom plugins.

Pros
  • +Plugin-based extensibility covers niche retouching workflows and custom filters
  • +Layer stack with editable masks supports precise compositing and cleanup
  • +Batch processing handles repeated edits and export routines for asset sets
  • +Scripting enables repeatable actions for manual cleanup and exports
Cons
  • –Color management and ICC handling are weaker than in some pro editors
  • –GPU acceleration depends on build and workflow and can lag behind competitors
  • –Advanced non-destructive layer effects often require careful layer management
  • –Complex UI customization adds overhead for consistent team training
Use scenarios
  • Product photographers and compositors

    Create transparent-background cutouts for still images

    Transparent PNG-ready assets

  • Photographers editing camera images

    Retouch and color-correct camera photos

    Export-ready edited photos

Show 2 more scenarios
  • Designers building image composites

    Isolate subjects and assemble layered cutouts

    Layered composite images

    Combines paths, selections, masks, and layers to create composites or reusable subject mattes.

  • Digital artists managing asset variants

    Batch-produce consistent exported image variants

    Consistent variant exports

    Applies repeatable edits via scripts or extensions to generate consistent outputs across related artwork sets.

Best for: Fits when photo retouching and graphic edits need extensibility and scriptable repeatability.

#3

Krita

open-source

Open-source digital painting and image editing application with layer support and advanced brush engines.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Highly configurable brush engine with advanced per-brush dynamics that stays usable for both painting and retouching.

Krita’s core editing loop centers on layers, masks, and blend modes, with brush dynamics that include pressure and tilt support for sketching and retouching. The application includes transformation tools, guided perspective assistance, and selection tools that support pixel-accurate compositing. Plugin architecture extends functionality such as import and export filters, plus workflow enhancements like additional tools and effects.

A tradeoff for Krita is that RAW processing and photo-specific pipelines like tethered capture are not its primary strength compared with dedicated RAW editors. Krita fits best for photo retouching and design work when a team needs high control over paint-like edits, layer-based compositing, and repeatable brush-driven touchups.

Pros
  • +Layer stack workflow with masks and adjustment layers for iterative edits
  • +Brush engine supports pressure and tilt for retouching and illustration
  • +Extensible plugin architecture for extra filters and tool additions
  • +Color management with ICC profiles for predictable output
Cons
  • –RAW processing depth is thinner than dedicated photo editors
  • –Tethered capture workflows are limited compared with photo-focused software
  • –Non-destructive editing still depends on building consistent layer stacks
  • –Large projects can feel slower when many effects and masks accumulate
Use scenarios
  • Studio retouch artists

    Brush-based skin and texture cleanup

    More iterations without losing earlier work

  • Product design teams

    Composite mockups from multiple layers

    Faster revisions across design variants

Show 2 more scenarios
  • Illustrators and matte painters

    Perspective-guided environment painting

    Consistent scene structure

    Artists use guidance tools and layered painting to build consistent geometry and lighting.

  • Color-managed print workflows

    Export with predictable tone mapping

    More reliable print appearance

    Creators manage output through ICC profile handling and tonal adjustment tools.

Best for: Fits when designers and photographers need layer-driven retouching with brush-based precision.

#4

Adobe Photoshop

enterprise

Raster image editor used for photo retouching, compositing, design, and production work.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Smart objects enable reusable, non-destructive edits across transforms, filters, and linked updates.

Photoshop supports non-destructive editing through layer masks and adjustment layers, and it keeps edit intent via smart objects that can be transformed and updated without flattening. Camera RAW provides RAW processing for demosaicing and detailed tonal and color adjustments before files return to the Photoshop layer stack. The app also integrates extensive color management with ICC profile handling, which matters when outputs must match CMYK proofing standards and multiple display paths.

Pros
  • +Non-destructive layer masks and adjustment layers preserve edit history
  • +Smart objects keep transformations reusable across revisions
  • +Camera RAW controls demosaicing and RAW tonal workflow before compositing
  • +GPU-accelerated filters support responsive retouching and composites
Cons
  • –Complex color management and workspace setup can slow consistent onboarding
  • –Advanced workflows often require careful layer and mask hygiene
  • –Resource-heavy documents can become sluggish on constrained hardware
  • –Many automation tasks rely on scripts and add-ons rather than built-in panels
Use scenarios
  • Photo retouching teams

    Batch remastering for client revisions

    Fewer redo cycles

  • Brand design departments

    Product compositing with controlled color output

    Predictable print matching

Show 1 more scenario
  • Creative agencies

    RAW-to-composite image production

    Consistent editorial look

    Camera RAW edits feed into Photoshop for precise compositing and finishing passes.

Best for: Fits when studios need repeatable retouching with color-managed, layer-based revision control.

#5

Photopea

SMB

Browser-based image editor with PSD support, layers, masks, and familiar Photoshop-style controls.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

PSD layer import and editing with saved layer structure, making handoffs between editors faster.

Photopea targets image retouching and lightweight design work in a browser-style editor with a Photoshop-like layer stack workflow. It supports standard raster editing with layers, masks, blend modes, and pixel-level tools like healing and cloning, plus common adjustment controls like curves and levels.

Pros
  • +PSD import and layer preservation for cross-tool editing
  • +Layer masks and blend modes cover common retouching workflows
  • +Built-in healing and cloning tools work for fast cleanup
  • +Export options support common web and print handoffs
Cons
  • –Color management and profile workflows are less comprehensive
  • –No native automation or batch pipeline controls for large volumes
  • –Complex vector or type workflows are thinner than full editors
  • –Advanced GPU-accelerated effects are limited for heavy comps
Use scenarios
  • Marketing teams and freelancers

    Edit campaign creatives with layered retouching

    Web-ready campaign images

  • Ecommerce and marketing teams

    Remove small defects from product cutouts

    Cleaner product visuals

Show 2 more scenarios
  • Content creators and web teams

    Resize and export assets for web

    Consistent publishing formats

    Produce consistently sized images for sites, social posts, and other digital channels.

  • Support and operations teams

    Redact and annotate sensitive screenshots

    Private details removed

    Select, obscure, crop, and add notes before sharing screenshots externally.

Best for: Fits when designers need PSD-compatible retouching without installing a full desktop stack.

#6

Lunapic

consumer

Web photo editor for basic edits, animations, transparency work, and effect-driven image manipulation.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Animation-aware editing built around GIF workflows, with transforms and effects aimed at producing shareable motion files.

Lunapic performs browser-based image editing focused on quick, tool-driven retouching and visual effects. Core capabilities include cropping, resizing, color and tone adjustments, and filter effects built for fast iteration without a desktop workflow.

Pros
  • +Web-based editing for quick retouching and effect previews
  • +Simple adjustment and filter controls that reduce time to first result
  • +GIF-oriented editing support for lightweight motion updates
  • +Built-in tools for common cleanup tasks like cropping and resizing
Cons
  • –Layer stack and non-destructive workflows are not comparable to pro editors
  • –Export options are limited for print-grade production requirements
  • –Less control over advanced selections and complex masking workflows
  • –No documented extensibility via plugins or scripting
Use scenarios
  • Small online sellers

    Fix minor product image issues quickly

    More usable listing images

  • Social media marketers

    Crop and add effects before posting

    Faster image turnaround

Show 2 more scenarios
  • Web publishers

    Edit PNG transparency for page layouts

    Clean web graphics

    Publishers make basic edits to PNGs to fit digital layouts and assets.

  • Web content creators

    Adjust and resize animated GIFs

    GIFs ready for web

    Creators crop, resize, and tweak GIF settings for web publishing and sharing.

Best for: Fits when teams need fast web editing for social images, quick retouching, and lightweight GIF updates.

#7

BeFunky

SMB

Online editor for photo enhancement, collages, graphic design, and quick creative effects.

7.5/10
Overall
Features7.5/10
Ease of Use7.4/10
Value7.6/10
Standout feature

Background Remover provides fast cutouts with practical edge handling for everyday design use.

BeFunky is a web-based image editor aimed at quick photo retouching and graphic design tasks. It focuses on a guided toolset for common edits such as background removal, skin-smoothing effects, and one-click style looks.

Pros
  • +Background removal works well for quick subject cutouts
  • +Guided effects cover common retouching needs without layer work
  • +Template-driven design tools speed up social graphics production
  • +Batch-friendly export supports basic volume workflows
Cons
  • –Layer stack editing and mask refinement are limited versus pro editors
  • –RAW processing depth is shallow for serious color work
  • –Advanced typography and layout controls are constrained
  • –Automation and API surface are not geared for studio pipelines
Use scenarios
  • Small content teams

    Resize many images with presets

    Consistent dimensions for uploads

  • Home photographers and consumers

    Retouch and enhance personal photos

    Cleaner personal photos

Show 2 more scenarios
  • Freelance designers

    Edit photos and build quick layouts

    Faster lightweight visual delivery

    Designers handle edits, overlays, and text work inside a single web workflow.

  • Small retailers and marketers

    Prepare product images for ecommerce

    Sharper product listings

    Merchants remove or replace backgrounds and refine edges before publishing online.

Best for: Fits when solo creators need fast retouching and template-based design output.

#8

darktable

open-source

Open-source RAW workflow application with non-destructive editing, masking, and color management.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

Edits are stored as a non-destructive, module-based develop history that stays editable after export.

darktable is an open source RAW workflow and darkroom with non-destructive editing built around a module pipeline. It uses a local editing system that combines mask types with adjustable parameters per module result, not a traditional layer stack.

Pros
  • +Non-destructive develop pipeline stores edits as a modular history
  • +Local masking supports multiple mask types with fine parameter control
  • +Batch processing exports from the lighttable with repeatable presets
  • +Plugin architecture adds custom modules to the same processing flow
Cons
  • –Interface uses a module-first workflow that feels slow for retouching
  • –Some advanced retouch tasks take longer than layer-based editors
  • –Color workflow control can be harder to tune without practice
  • –Dependency on community modules can complicate reproducibility
Use scenarios
  • Color-focused still photographers

    Tune tone curves and channels

    More controlled color output

  • RAW photographers

    Develop reversible RAW module sequences

    Non-destructive repeatable development

Show 2 more scenarios
  • Architecture and landscape photographers

    Correct perspective and optical artifacts

    Cleaner images with corrections

    Users fix lens behavior, chromatic aberration, geometry, noise, and detail problems in photos.

  • Event and editorial image teams

    Standardize batch edits with presets

    Consistent processing across shoots

    Teams reuse development settings and export presets across large sets from the same workflow.

Best for: Fits when RAW-heavy photographers need non-destructive workflow control and repeatable batch exports.

#9

Corel PaintShop Pro

desktop

Windows photo editing software with RAW processing, retouching tools, layers, and graphic design features.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Corel PaintShop Pro’s batch processing can apply saved edit steps across large image sets using consistent output settings.

Corel PaintShop Pro targets photo retouching and design work with a non-destructive layer workflow and practical editing tools geared for everyday results. Its RAW processing includes camera-specific profiles and a focused color workflow that supports ICC profile usage through the edit pipeline.

Pros
  • +Non-destructive layer stack supports reversible retouching workflows
  • +Masking and local adjustment brushes fit common selective edits
  • +RAW processing pipeline includes demosaicing-aware controls for image cleanup
  • +Batch processing accelerates repeating exports for photo sets
Cons
  • –Limited automation and no published plugin API for external workflow integration
  • –Advanced typography and vector shaping stay less capable than pro editors
  • –GPU acceleration is uneven across tool types and brush-heavy operations
  • –Color-managed output controls can feel harder to manage across multiple ICC profiles
Use scenarios
  • Small photo studios and photographers

    Apply repeat edits across image folders

    More consistent galleries with less work

  • Operations and technical teams

    Create before-and-after documentation from images

    Clear evidence for approvals

Show 2 more scenarios
  • Landscape and architectural photographers

    Refine HDR composites from bracketed shots

    Finished HDR images

    Process HDR bracket sets and adjust tone curves, local contrast, and recovery controls for balance.

  • Photographers working in RAW

    Finish camera RAW files for export

    Consistent ready-to-share images

    Apply exposure, white balance, tonal, and color adjustments to RAW files before exporting.

Best for: Fits when solo photographers need local retouching, layer safety, and repeatable exports without plugin development.

#10

Pixlr

SMB

Web-based photo editor with quick edits, layers, effects, and AI-assisted image tools.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Layer masking with adjustment layers keeps retouch changes editable across an interactive web workflow.

Pixlr performs browser-based raster and design edits with a layered canvas, blending modes, and common retouch tools. Its editor targets quick photo fixes and creative compositing workflows using non-destructive layer adjustments and masks.

Pros
  • +Layer stack supports masking and adjustment layers for controlled edits
  • +Clone and healing tools support fast retouching on common defects
  • +Blend modes and transform tools fit quick compositing work
  • +Web workflow reduces install friction for ad hoc edits
Cons
  • –RAW processing depth is limited compared with desktop editors
  • –Advanced color management features are not as granular as pro tools
  • –Batch processing support is minimal for high-volume retouching
  • –Plugin extensibility and API automation are not a primary workflow
Use scenarios
  • Web and marketing teams

    Resize, crop, adjust, and export placements

    Consistent web image outputs

  • Small marketing teams

    Revise campaign photos during approvals

    Faster revision turnaround

Show 2 more scenarios
  • Consumer photo editors

    Correct photos and export personal edits

    Improved personal photos

    Individuals perform quick cleanup and selective fixes using low-setup browser editing and export.

  • Creative teams and content creators

    Generate concepts and refine selected regions

    Quicker concept iteration

    Creators generate variations and refine areas inside the editor to support ad and mockup concepts.

Best for: Fits when teams need quick web-based photo retouching and design edits without desktop installs.

Conclusion

After evaluating 10 images editing software, Canva stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
Canva

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Images Editing Software

How do Photoshop and darktable handle non-destructive edits differently for RAW workflows?
Photoshop keeps reversibility through adjustment layers, masks, and Smart objects inside a layer stack after RAW conversion via Camera RAW. darktable keeps edits as a module-based develop history attached to each image, then replays those modules through its processing pipeline during export.
Which tool supports PSD layer handoffs without losing structure during collaboration?
Photopea can open PSD files and preserve the layer structure for editing in a browser-style workflow. Photoshop also preserves layer stacks by design, but Photopea targets cross-tool handoffs where desktop installs are limited.
When do GIMP and Krita become better choices than template-first editors like Canva?
GIMP fits when teams need plugin architecture and scriptable batch automation for repeatable photo retouching steps. Krita fits when brush-driven retouching and fine per-brush dynamics matter, which template editors like Canva often abstract away behind guided components.
What breaks if a workflow requires deep color management across a full design and print pipeline?
Photopea offers limited color management compared with pro editors, so ICC profile and gamut expectations can drift when output must match proofing workflows. Photoshop, Corel PaintShop Pro, and darktable provide more direct control paths for profile-driven workflows, which reduces surprises in tone and color consistency.
How do batch exports work in GIMP, PaintShop Pro, and darktable for large image sets?
GIMP supports batch processing built for repetitive exports of edited files and can be extended via plugins and scripting. Corel PaintShop Pro applies saved edit steps across multi-image sets using batch processing with consistent output settings. darktable handles batch work through its lighttable and process queue with export presets and metadata handling.
Which editors use extensibility to change the editing pipeline rather than only adding assets?
GIMP extends editing with a plugin architecture and long-standing customization through scripts that add repeatable filters and tools. darktable extends the RAW develop pipeline with modules and effects that plug into processing while keeping the develop history editable.
How do layer masking workflows compare between Pixlr and BeFunky for local fixes?
Pixlr keeps edits editable through layered masks and adjustment layers in its browser workflow, which supports iterative retouching. BeFunky centers on guided edits like its Background Remover, which can be faster for everyday cutouts but offers less depth for complex, multi-step mask construction.
What security controls differ between Canva and desktop-first editors when multiple people edit shared brand assets?
Canva supports team workspaces built around shared links and collaboration primitives, which shifts governance to its collaborative editing model. Photoshop, Krita, and GIMP run locally on per-user systems, so access control depends on workstation provisioning and file permissions rather than built-in team workspace controls.
How does darktable’s module system affect editing history compared with a traditional layer stack?
darktable stores edits as module parameters inside a develop history, so changing one module re-evaluates downstream results during export. Photoshop stores edits as objects and adjustments in a layer stack, so the workflow changes rely on layer ordering, masks, and object links rather than a single replayable module graph.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Images Editing Software

We separate options by how they handle edits over time: whether you can keep quality while changing files, how editing is organized, and how reliably the tool saves your work. The biggest differentiators are non-destructive editing, layer workflow, and export fidelity.

Non-destructive editing history

Why it matters

Non-destructive editing history matters when we revisit decisions weeks later without compounding damage. It also reduces risk when we test different looks on the same source.

How to check

Import a sample photo and make several changes, then toggle an earlier step on/off. Export to a new file and verify the original remains unchanged and the toggles still reproduce the same result.

Layer-based editing workflow

Why it matters

Layer workflow helps us isolate parts of a scene and revise selectively. It matters most when edits involve multiple elements or repeated experiments.

How to check

Create a small mock edit: add one adjustment, then isolate a second area using a selection tool, and place both as separate items. Turn layers on/off to confirm each edit affects only what we intend.

Selection and masking controls

Why it matters

Selection and masking controls determine how clean edges look after compositing or local changes. Poor controls show up immediately as halos or messy boundaries.

How to check

Use a subject with hair or fine edges. Apply a local change with the built-in selection/masking tools and inspect the edge after zooming in; ask for a preview mode that shows the mask.

Import and export fidelity

Why it matters

Import and export fidelity matters because formats and color/quality handling can quietly shift results. We want the output to match what we see in the editor.

How to check

Edit a photo, then export to the formats you actually use (for example, JPEG and TIFF). Compare the exported files back in the editor or a viewer, checking sharpness and tone consistency.

Batch and automation for repeats

Why it matters

Automation is what turns repeated fixes into a reliable workflow. Without it, time spent on consistent edits grows fast as volume rises.

How to check

Pick 10 similar images and run the same edit on one, then apply the same setup to the rest through the tool’s batch or automation feature. Confirm the results match and filenames/options are preserved as expected.

RAW handling and camera support

Why it matters

RAW handling and camera support matter when we want detailed recovery and consistent interpretation across devices. Gaps here show as blocked imports or limited controls.

How to check

Bring in RAW files from two different cameras (or two difficulty levels like bright highlights and deep shadows). Confirm the tool opens them without conversion steps and that highlight/shadow recovery and tone adjustments respond.

Red flags

  • Edits can’t be toggled back, and changes feel permanently baked in
  • Edges look smeared or haloed when we use selections or masks
  • Exports don’t match the on-screen result, with obvious quality or tone shifts

Fit by situation

  • If we revise the same photos for weeks, prioritize Non-destructive editing history.
  • If we composite or target specific regions often, prioritize Layer-based editing workflow.
  • If we deliver in multiple formats and formats must match intent, prioritize Import and export fidelity.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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