Midjourney & Visual AI glossary from A to Z

Midjourney & Visual AI glossary — 124 definitions

--ar (aspect ratio)
Parameter setting the image format (16:9, 9:16, 1:1, 4:5…); choose it right from generation.
--chaos (--c)
Diversity across the 4 proposals: 0 = very similar, high value = very different directions.
--cref (character reference)
Reference image for keeping the same face/character from one generation to another.
--cw (character weight)
Weight setting the resemblance intensity to the reference character.
--seed
Random seed; fixing it makes the result reproducible and isolates a change's effect.
--sref (style reference)
Reference image carrying the visual signature (palette, texture, treatment).
--stylize (--s)
Intensity of Midjourney's own style: low = faithful to the prompt, high = more aesthetic but freer.
--weird (--w)
Dose of weirdness/originality to escape expected renderings; experimental at high value.
Visual A/B testing
Comparing several versions of a visual with real audiences to decide on data.
Adobe Firefly
Adobe's generative AI built into Photoshop (generative fill), geared toward pro production and commercial safety.
Photographic grounding
Medium and technique terms (photograph, 35mm film, film grain, film-stock brand) steering toward a photo rendering.
Camera angle
Camera position: eye level, low angle, high angle, top-down, dutch angle.
Midjourney web app
Official online interface (input, gallery, editing) more accessible than Discord for starting out.
Automatic1111 (A1111)
Classic tab-and-form web interface; most accessible for starting locally.
Avatar / virtual presenter
Synthetic character presenting content; common teaching and internal use.
Model bias
Stereotypes reproduced by the model (gender, origin, body); actively correct in prompt and selection.
Bing Image Creator / Copilot
Free access to DALL·E 3 via Microsoft services, with quotas.
C2PA / Content Credentials
Signed-provenance metadata standard: creation and edit history of a piece of content.
Internal usage framework
Rules defining what is allowed, verified and disclosed when using AI images in business.
Certifying the authentic
The standard's logic: proving a true content's origin rather than trying to detect every fake.
AI visual guideline
Document setting how the brand generates its images (pillars, template prompts, parameters, references, prohibitions).
Series consistency
Getting several images that share the same style or character (see sections 3.5 and 5.1).
Temporal consistency
Stability of objects, characters and light from frame to frame; generative video's central difficulty.
ComfyUI
Node interface visually connecting steps; more demanding but highly reproducible and powerful.
Transferable skill
Know-how (prompt, light, framing) valid whatever tool you use.
Terms of Service (ToS)
The tool's contract defining your rights over generated images; read them, they differ from one service to another.
Documented consent
A person's explicit, recorded agreement before any use of their face or voice. Non-negotiable.
ControlNet
Extension imposing structure on the image from a control image (pose, edges, depth, segmentation).
Trial cost
Cost of producing one variant; its drop lets you test instead of guessing.
Generative credits
Units consumed with each generation in some services (e.g. Adobe Firefly).
DALL·E 3
OpenAI model built into ChatGPT/Copilot; strong at natural-language understanding and text in images.
Denoising
Iterative noise-removal process that gradually reveals the image.
Adaptation
Adapting a visual into several formats, variants or messages (see section 5.4).
Multi-format adaptation
Adapting one concept to all formats and messages, generated directly at the right ratio.
Deepfake
Misleading synthetic depiction of a real person; avoid outside an explicit, consensual framework.
Discord
Messaging platform where Midjourney first ran: you talk to a bot via commands.
Pipeline documentation
Formalizing the working sequence, to save time, stay consistent and delegate.
Image rights
A person's right over depictions of their face; generating an identifiable person without consent is risky.
Copyright
Protection of original works; its application to generated images varies by country and keeps evolving.
Embedding
Mathematical representation of text that lets the model steer generation.
Rejected examples
Non-compliant visuals documented in the guideline; highly educational for framing production.
Exploration vs refinement
Two phases: explore (high chaos/weird, free seed) then converge (low chaos, fixed seed).
Quality/compliance filter
Pre-release check: flaws, bias, protected elements, AI-nature disclosure.
Flat design / vector
Graphic style with flat color areas, no realistic texture or shadow; highly reproducible in series.
Focal length (lens)
35mm (wide/natural), 50mm (human vision), 85mm (portrait), telephoto (isolates), wide-angle (exaggerates).
Probabilistic generation
Random nature of the result: the same prompt gives different images on each run.
Golden hour / blue hour
Warm grazing light at the start/end of the day; bluish dusk glow.
Grid of 4
The four proposals generated from one prompt, among which you choose.
Illustration vs documentation
Illustrating an idea (a use suited to AI) ≠ documenting a reality (real photo required).
Image-to-video
Animating an existing image; the most controllable approach since framing and style are already fixed.
img2vid (image animation)
Animating a still portrait to give it natural micro-movements and bring it to life.
Inpainting
Regeneration of a SELECTED area of the image, blended with the rest; in Midjourney: Vary (Region).
IP-Adapter
Transfer of a reference image's visual content (face, style, mood) to new generations.
IP-Adapter / LoRA
Stable Diffusion-side equivalents: face/style transfer, or training a character or style (section 4.3).
Isometric
Projection view without perspective, used for diagrams, technical scenes and product illustrations.
Iteration
Working method: start simple, then add one element at a time to measure its effect.
Lip sync
Synchronizing mouth movements with an audio track.
LoRA
Small additional-training file teaching a model a precise concept (character, style, product).
Low key / high key
Mostly dark, dramatic image vs bright, low-contrast image.
Mockup / concept
Provisional visual used to validate an idea before actual production.
Medium
Named visual technique (watercolor, ink, gouache, 3D render, vector…) that determines the rendering.
Midjourney
Paid tool renowned for the aesthetic quality of its renderings; available via Discord or its web app.
Fast mode
Priority, fast generation, counted in hours included in the subscription.
Stealth mode
Higher-plan option keeping your generations from public view.
Relax mode
Unlimited but queued (hence slower) generation, available on higher plans.
Community model (checkpoint)
Specialized model shared by the community; check its provenance AND usage license.
Diffusion model
Model that learns to remove noise step by step; it starts from random noise to make an image emerge.
Open / proprietary model
Open: weights downloadable and runnable at home. Proprietary: available only through the vendor's service.
Mood board
Ambience board gathering reference visuals to set an art direction.
Obsolete keywords
Terms like "8K, ultra realistic, high quality" inherited from old models, often useless or even harmful today.
Camera move
Movement indication (dolly, pan, slow zoom) requested in the video prompt.
Open source (Stable Diffusion)
Freely downloadable and runnable model, with no subscription or technical usage limit.
OpenPose / Canny / Depth
Control types: pose skeleton, edge detection, depth map.
Finishing order
Fix flaws first, enlarge after, then apply color-grading adjustments.
Outpainting
Extending the image beyond the existing frame: the model invents what lies around.
Constrained palette
Limited number of colors imposed in the prompt; key to series and brand-guideline consistency.
Pan
Extending the image in a precise direction (left, right, up, down).
--no parameter
Midjourney's negation parameter for excluding an element (more reliable than writing "no…").
Frozen parameters
Locked model version, stylize and formats to avoid drift between productions.
Personalization
Varying visuals by audience segment, season or region.
Personalization (personal style)
Mechanism by which the model learns your aesthetic preferences from your choices.
Composition phase
Assembling with logo, typography and brand elements in a design or layout tool.
Creation phase
Generating the visual base (composition, light, mood) with the aesthetically strongest tool.
Photorealism
Rendering indistinguishable from a photograph; achieved by adding realistic imperfections, not by asking for "ultra realistic".
Combined pipeline
Simultaneous use of several extensions (LoRA + ControlNet + IP-Adapter) in one professional workflow.
Word weighting / order
Terms placed at the start of the prompt generally weigh more on the result.
Depth of field
Limited sharpness zone (shallow depth of field); strong marker of photographic realism.
Prompt
Text description sent to the model; it guides image generation.
Descriptive prompt
Description of what must be SEEN (concrete visual elements) rather than an abstract emotion.
Template prompt
Standardized formula with variables, reusable by all to guarantee consistency.
Free quota
Limited number of generations offered per period (day/month) in subscription-free offerings.
Re-roll
Full rerun of the prompt to get four new proposals unrelated to the previous ones.
Brand reference
Style image, style identifier or home-trained LoRA embodying the visual identity.
Character reference (--cref)
Reference image used to keep the same character from one image to another.
Style reference (--sref)
Reference image supplied to carry a visual signature from one generation to another.
Composition rules
Rule of thirds, centered composition, leading lines, framing, negative space (free space for text).
Generative fill
Photoshop feature (via Firefly) for regenerating or removing a selected area.
3D render (3D render, low poly, clay)
Families of three-dimensional renderings, from photorealistic to stylized (low poly, clay).
Manual retouching
Correction with classic tools (clone stamp, healer, density) where AI does not blend correctly.
Small-touch retouching
Method of chaining several targeted local fixes rather than one big regeneration.
Rim light / backlight
Bright edge outlining the subject; lighting coming from behind (backlit).
Runway / Pika / Sora / Veo
Main generative-video services; fast-moving ecosystem, check regularly.
Soft light / hard light
Soft light with gradual shadows (flattering) vs hard light with sharp shadows (contrasty).
Stable Diffusion
Open model, installable locally; free and highly customizable (ControlNet, LoRA), but more technical.
Local Stable Diffusion
Running the model on your machine: free, unlimited, private and fully tunable.
Prompt structure
Template: subject + action + context + style + light + framing + parameters; each block reduces randomness.
Voice synthesis
Generating a voice from text (e.g. ElevenLabs), with control of tone, rhythm and language.
Shot size
Apparent distance to the subject: close-up, medium shot, full body, wide shot / establishing shot.
Text-to-video
Generating a sequence from a text description; flexible but hard to control.
Skin texture
Explicit request for pores and irregularities; breaks the "plastic" look of generated faces.
Internal traceability
Keeping your prompts, versions and source files as evidence of your approach.
Non-destructive work
Keeping originals, layers and versions to fix and adapt later.
Upscale (U1-U4)
High-definition enlargement of the chosen image; produces the usable final version.
Upscaler
Enlarging tool that rebuilds detail (Topaz Gigapixel, Magnific, Stable Diffusion upscalers).
Creative upscaler
Upscaler that invents detail: spectacular result but can alter the image — watch out.
Variations (V1-V4)
New proposals inspired by a selected image: same spirit, different details.
Vary subtle / strong
Variation intensity: slight (final adjustment) or strong (exploring the same direction).
Model version (--v)
Midjourney model generation used; each version substantially changes renderings.
Volumetric light (god rays)
Light rays made visible by haze or dust.
VRAM
Graphics-card memory; the main limiting factor for local generation.
Invisible watermark
Imperceptible signature embedded in pixels, detectable by dedicated tools; fragile to edits.
Visible watermark
Apparent disclosure flagging a generated image; readable but degrading and easy to crop.
Combined workflow
Tool pipeline where each acts on what it does best: create, fix, compose, finalize.
Zoom Out
Zoom-out that widens the field; turns a close-up into a broader scene and recovers margin.