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Model infoModelsSnapshot: 15 Oct 2026

Higgsfield / DoP

DoP

Higgsfield’s image-to-video model for directed camera motion and visual effects from a starting frame.

availableClosed weightsVideo generation
Official documentation (opens in a new tab)Reviewed 15 Oct 2026
8 of 23 specification fields collected
Output resolutionNot collectedAwaiting source review
Clip duration3 or 5 seconds in the web interface.See specification notes below
Input billingSee billing notesHiggsfield web application
Output billingSee billing notesAccess and billing notes below

Specifications

Provider-documented facts. “Not collected” means we have not verified that field yet, not that the feature is unsupported.

Context / input limit
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Maximum input tokens
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Maximum output
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Reasoning
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Tool calling
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Structured output
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Streaming
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Batch processing
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Fine-tuning
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Knowledge cutoff
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Release date
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Parameters
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Architecture
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Languages
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Context caching
Not collected

Not established for this model. Media controls do not establish language-model capabilities.

Reference guidance
A keyframe image is required. Web interface accepts PNG or JPG, pasted images or an image generated inside the flow.Source for Reference guidance (opens in a new tab)
Video duration
3 or 5 seconds in the web interface.Source for Video duration (opens in a new tab)

This does not establish legacy API duration options or limits.

Motion controls
Camera and effects presets, with a Mix option for combinations. Web advanced controls include duration, seed and steps.Source for Motion controls (opens in a new tab)
Generation modes
dop-lite, dop-turbo, dop-standardSource for Generation modes (opens in a new tab)

Named SDK selectors within DoP. Exact weight lineage and current route-specific availability require further review; not counted as three independently established foundation models.

Application name
Higgsfield Standard in the reviewed web model selector.Source for Application name (opens in a new tab)
Published price
API introduction advertises DoP from USD 0.125/generation, without a matching mode, duration or resolution tariff in the reviewed sources.Source for Published price (opens in a new tab)

Access & pricing

Prices belong to an endpoint and billing tier. A provider listing does not guarantee access for every account or region.

Higgsfield web application

Provider source (opens in a new tab)
API model ID
Not collected

No exact API model selector established for this access path.

Access
Consumer web generation interface; credit cost shown for the selected configuration. No generation performed.
Regions
Not established
Generation mode
Select a Higgsfield DoP preset under Video → Create Video; credit cost shown before generation.Source for Generation mode (opens in a new tab)
Video duration
3 or 5 seconds in the web interface.Source for Video duration (opens in a new tab)

This does not establish legacy API duration options or limits.

Endpoint pricing has not been collected. Check the provider for applicable rates.

Data & enterprise terms

Retention, training use, regional processing and enterprise terms have not been summarized for this endpoint.

Higgsfield SDK-documented API

Provider source (opens in a new tab)
API model ID
Not collected

No exact API model selector established for this access path.

Access
Official SDK documents legacy invocation. Exact current access and migration mapping remain under review.
Regions
Not established
API endpoint URL
POST /v1/image2video/dopSource for API endpoint URL (opens in a new tab)

Legacy path from the official SDK README at commit e3f2742; current production mapping has not been independently verified.

Processing versions
dop-lite, dop-turbo, dop-standardSource for Processing versions (opens in a new tab)

Named SDK selectors within DoP. Exact weight lineage and current route-specific availability require further review; not counted as three independently established foundation models.

Model controls
model, prompt, input_images; optional motions from getMotions(), with motion ID and strength in the example.Source for Model controls (opens in a new tab)
Reference guidance
input_images contains image_url objects. The example supplies one keyframe; a maximum count is not established.Source for Reference guidance (opens in a new tab)
Pricing coverage
No mode-specific rate established for this legacy endpoint. The general blog starting price is not assigned to dop-standard, dop-lite or dop-turbo.Source for Pricing coverage (opens in a new tab)

Endpoint pricing has not been collected. Check the provider for applicable rates.

Data & enterprise terms

API content may be used for training unless the workspace opts out; processing can take 10 business days and is prospective. Enterprise agreements can differ. Request records remain while the account is active; generated files are available for at least seven days. Zero retention requires an eligible enterprise addendum. Partner/excluded-model policies can differ.

Read the service policy (opens in a new tab)

Caching

Caching can reuse earlier input processing. Availability, lifetime and billing depend on the endpoint. A cache hit still generates a new response.

01 / INITIAL INPUTProcess & retain

The system processes eligible input and retains reusable state.

02 / LATER REQUESTCheck available state

Reuse depends on matching input, session state and the cache policy.

03 / CACHE HITReuse & generate

Reusing state can reduce repeated work. Any charges follow the billing rules below.

Higgsfield web application

Not verified

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

How it works
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Minimum reusable input
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Lifetime & refresh
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

How to enable it
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Usage fields
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Billing rules
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Limits & data boundaries
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

No verified cache rate for this endpoint. An empty rate is not a zero charge.

Caching reviewed 15 Oct 2026

Higgsfield SDK-documented API

Not verified

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

How it works
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Minimum reusable input
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Lifetime & refresh
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

How to enable it
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Usage fields
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Billing rules
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

Limits & data boundaries
Not collected

No prompt-cache contract or discount established. Reusing a request ID or trained identity is not inference caching.

No verified cache rate for this endpoint. An empty rate is not a zero charge.

Caching reviewed 15 Oct 2026

What the measurements say

No benchmark observations have been added for this model. We do not turn a vendor description into a performance score.

Latency and throughput depend on the host, request size, reasoning settings and load. There is no measured speed or global usage figure in this record.

The record behind the model

Why it is included

Higgsfield identifies this as its own model and distributes it through its hosted products. Closed-weight classification is inferred from first-party attribution, commercial access and API terms restricting weight extraction; the reviewed sources do not establish a downloadable checkpoint or an open-weight license.

Classification evidence (opens in a new tab)

Sources reviewed