Turn Visual References into Directed Video

Last verified: July 28, 2026

Reference to Video turns reference images into short generated clips guided by their visual direction. For a creative director with approved character art, a product look, or a campaign moodboard, it provides a way to move that art direction into motion without starting from a blank prompt.

The best approach is to treat the references as an art-direction system: align palette, materials, silhouette, environment, and framing, then use the prompt to specify action, camera behavior, and lighting changes. In most cases, stronger agreement between visual cues and written direction gives the generator a clearer aesthetic target, while conflicting references can reduce consistency.

This mode serves brand teams, animators, filmmakers, product marketers, and creators who need recognizable style or subject cues across a moving shot. Vidofy brings multiple leading generation models into one interface; use the comparison below to choose the right balance for each brief.

Capability Snapshot

What Reference-Guided Generation Supports

Review the available inputs, output formats, and mode-wide controls before choosing a workflow.

Active models available

10 generation models

Input type

reference

Output media

video clip

Supported aspect ratios

1:1, 2:3, 3:2, 3:4, 4:3, 4:5, 5:4, 9:16, 16:9

Clip length range

3 to 16 seconds per generation

Audio generation

Available on 6 of 10 models

Model Comparison

Compare Reference to Video Models Side by Side

This admin-curated comparison puts the full active roster against the same decision criteria: expected credits, expected runtime, quality profile, speed, output audio, and available controls. Use it to shortlist the right fit before opening a generation workspace.

7 Criteria 10 Options
Feature Pixverse V6 Wan 2.7 Happyhorse 1.1 Seedance 2.0 Vidu Q3 Vidu Q2 Vidu Q3 Turbo Kling O3 Wan 2.6 Veo 3.1 Fast
Cost per run 25 credits 108 credits 152 credits 67 credits 63 credits 90 credits 36 credits 113 credits 157 credits 84 credits
Typical runtime ~100s ~150s ~60s ~150s ~120s ~120s ~120s ~150s ~60s ~136s
Quality tier cinematic cinematic cinematic high quality cinematic high quality high quality premium ultra quality cinematic
Speed tier fast fast fast fast medium fast fast medium medium fast
Best-known strength Camera-led cinematic drafts Storyboard and subject fidelity Multi-reference cinematic motion Complex motion and multimodal control Camera switching with native audio Dynamic motion with rich detail Fast scene switching with audio Premium scene consistency Ultra-quality multi-shot coherence Cinematic style and subject guidance
Audio in output Yes No No Yes Yes No Yes Yes No Yes
Vidofy control highlights Seed control Seed + first-frame input Prompt helper Prompt helper + web search Seed + movement amplitude Seed + movement amplitude Seed + movement amplitude Prompt helper Negative prompt + seed + multi-shots Prompt helper
Feature Deep Dive

Which Option Fits Each Production Priority

Lower-credit routes for visual testing

Pixverse V6 is the lowest-credit cinematic route at 25 credits with a ~100s expected runtime, making it the practical choice for testing camera-led concepts. Vidu Q3 Turbo raises the spend to 36 credits and ~120s, but shifts to a high quality profile with fast scene-switching positioning.

Shortest expected wait

Happyhorse 1.1 and Wan 2.6 both carry a ~60s expected runtime. The decision is aesthetic rather than temporal: Happyhorse 1.1 uses a cinematic profile at 152 credits, while Wan 2.6 moves to ultra quality at 157 credits and adds multi-shot control in Vidofy.

Audio-led and narrative briefs

Vidu Q3 combines a cinematic profile, output audio, 63 credits, and a ~120s expected runtime. Seedance 2.0 offers high quality with audio at 67 credits and ~150s; Kling O3 moves to a premium profile at 113 credits and ~150s; and Veo 3.1 Fast provides the configured default cinematic route at 84 credits and ~136s.

High quality versus cinematic subject fidelity

Vidu Q2 is the more economical high quality choice at 90 credits with a ~120s expected runtime and controls for repeatable motion tests. Wan 2.7 costs 108 credits with a ~150s expected runtime, but its cinematic positioning and reference-oriented storyboard workflow suit briefs where subject and scene direction outweigh the extra spend.

Choose the Fit for Your Visual Brief

Use this quick guidance to pick the best option for your workflow.

Recommendation: Start with Veo 3.1 Fast when you want the configured default and a balanced cinematic profile. Choose Pixverse V6 for the lowest-credit cinematic route, Vidu Q3 Turbo for lower-credit high quality, Happyhorse 1.1 when the shortest expected wait matters, or Wan 2.6 when ultra quality outranks efficiency.

Compare One Brief Without Rebuilding the Workflow

Switch among the active generation options from the same mode page and evaluate one creative goal against different quality, speed, audio, and control needs. The comparison gives you a shortlist before you commit to a production direction.

Keep Review Context in One History Trail

Use the workspace History area to return to earlier generations instead of reconstructing your evaluation trail from memory. This makes it easier to compare prompt changes, creative decisions, and accepted outputs during review.

Decide Visibility Before You Submit

The generation workspace exposes a Public Visibility control before submission. We recommend checking that setting during pre-flight, especially when references contain unreleased campaign materials, client concepts, or recognizable people.

Move from Art Direction to Reviewable Motion

Build, direct, configure, and review your clip in four focused steps.

1

Step 1: Build a coherent reference set

Choose clear images that agree on the subject, style, palette, materials, and environment you want the video to retain.

2

Step 2: Write the movement brief

Describe the main action, camera behavior, lighting changes, pacing, and final visual beat without contradicting the supplied art direction.

3

Step 3: Match settings to delivery

Select a generation option and confirm that its supported duration, aspect ratio, audio behavior, and controls fit the intended output.

4

Step 4: Generate, inspect, and refine

Review subject fidelity, motion, composition, and style continuity, then simplify or clarify the brief before generating another version.

Before You Generate: Reference to Video Pre-Flight

Verify the visual inputs, motion brief, format, and required controls before clicking Generate.

The visual cues compete with one another

Cause: The supplied images may disagree on palette, costume, subject design, lighting, or environment.

Fix: Before you generate, verify that every image supports the same essential art direction and remove any input that introduces an unnecessary alternative.

Retry: Retry after reducing the set to the clearest, most compatible visual cues.

The subject may drift during movement

Cause: The requested action may obscure defining traits, or the visual set may not show enough useful angles.

Fix: Before you generate, verify which facial, product, costume, or silhouette details must remain visible and keep the dominant action easy to read.

Retry: Retry with simpler choreography or clearer coverage of the subject.

The shot contains unstable or confused motion

Cause: The brief may combine too many actions, camera moves, transitions, or interacting subjects within one short clip.

Fix: Before you generate, verify that the prompt has one dominant action, one primary camera move, and a clear end state.

Retry: Retry after splitting a complex sequence into a simpler visual beat.

A required output control may be unavailable

Cause: Audio, aspect ratios, duration options, negative prompts, seed control, and other settings are not universal across the mode.

Fix: Before you generate, verify that the selected option exposes every control required by the delivery brief.

Retry: Retry after choosing an option whose supported settings match the project.

Frequently Asked Questions

If I'm a creative director, what is Reference to Video?

It is an AI video workflow that uses visual inputs to guide the style, subject, character, product, or environment of a generated moving clip. You provide the visual direction and a written brief describing the action, camera, lighting, and intended result.

If I'm a brand team, what makes a strong set of visual inputs?

Use sharp images that agree on the traits the output must retain. Keep the product design, character appearance, palette, materials, and environment consistent, and remove images that introduce conflicting wardrobe, lighting, or styling unless that variation is intentional.

If I'm an animator, how does reference-guided generation preserve style?

The generator conditions the moving output on visual information extracted from the supplied material while also following the motion prompt. Maintaining a recognizable identity or style alongside natural movement remains a core technical challenge, so focused references and restrained choreography usually provide a clearer target.

If I'm optimizing expected credit use, which featured model should I try first?

Pixverse V6 is the lowest-credit cinematic option in the featured set. Vidu Q3 Turbo is the lower-credit alternative when you prefer a high quality profile, output audio, and additional repeatability controls.

If I'm choosing between the shortest expected wait and the highest quality tier, what fits?

Happyhorse 1.1 is the cinematic choice among the options with the shortest expected wait. Wan 2.6 shares that wait profile but moves to the ultra quality tier, making it the stronger fit when visual finish matters more than expected credit use.

If I'm producing a social clip, will audio always be included?

No. Audio availability depends on the selected generation option. Confirm audio support before submitting; if the chosen workflow is silent, plan a separate sound-design, music, or voiceover stage.

If I'm releasing commercial work, what rights should I verify?

Confirm that you have permission to use every visual input, recognizable likeness, logo, character, and protected design, then review the applicable model terms and your intended jurisdiction. The U.S. Copyright Office distinguishes human-authored contributions from AI-generated material, so document your creative decisions and seek legal review for high-risk releases.

If I'm running a controlled test, what should I record between attempts?

Keep the visual inputs, full prompt, selected generation option, duration, aspect ratio, audio choice, and available seed setting consistent. Change one variable at a time and use the workspace History area to compare the resulting motion and visual fidelity.

References

Sources and citations used to support the content provided above.

Updated: 2026-07-28 13:18:35 6 Sources

arxiv.org

Source Link
https://arxiv.org/abs/2504.17816

arxiv.org

Source Link
https://arxiv.org/abs/2603.29931

docs.platform.pixverse.ai

Source Link
https://docs.platform.pixverse.ai/v6-2056814m0

platform.vidu.com

Source Link
https://platform.vidu.com/docs/reference-to-video

www.alibabacloud.com

Source Link
https://www.alibabacloud.com/help/en/model-studio/newly-released-models

www.alibabacloud.com

Source Link
https://www.alibabacloud.com/help/en/model-studio/video-generate-edit-model