Skip to content
Model infoModelsSnapshot: 15 Oct 2026

Hi3D / Hitem3D / Hi3D Depth

Hi3D Depth Pro

Hi3D Depth Pro produces a 2K depth map or a printable relief from one image.

availableClosed weights3D relief generation
Official documentation (opens in a new tab)Reviewed 14 Oct 2026
16 of 31 specification fields collected
3D output formatsEXR, PNG, STL, GLB, 3MF, BMPSee specification notes below
Text input limitNot collectedAwaiting source review
Input billingSee ratesHi3D native API · relief
Output billingSee ratesPublished units and conditions 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
Maximum input tokens
Not collected
Maximum output
Not collected
Reasoning
Not collected
Tool calling
Not collected
Structured output
Not collected

Task JSON is not caller-defined structured model output.

Streaming
Not collected

Task polling and callbacks are documented; no progressive model-output stream verified.

Batch processing
Not supportedSource for Batch processing (opens in a new tab)

Each call creates one task; no batch-generation operation is documented.

Fine-tuning
Not collected

No customer weight fine-tuning contract documented.

Knowledge cutoff
Not collected
Release date
Not collected

Original model release date not established by later API documentation.

Parameters
Not collected
Architecture
Not collected
Languages
Not collected
Context caching
Not collected

No prompt-cache controls, eligibility or rates documented.

Authentication
POST /open-api/v1/auth/token with Basic base64(client_id:client_secret), then use the returned accessToken as Bearer authorization for tasks.Source for Authentication (opens in a new tab)

Token expiry is not documented in this contract. Sample credentials are not used.

Request quotas
Default 30 concurrent tasks; higher concurrency by arrangement.Source for Request quotas (opens in a new tab)

Not a requests-per-second quota.

Asynchronous generation
SupportedSource for Asynchronous generation (opens in a new tab)

Poll or receive completion/failure callbacks. This is not streamed geometry.

Data retention
Not collected

No numeric asset/log retention period established. A one-hour download URL does not imply one-hour data deletion.

Task refunds
Server faults, timeouts and parameter-validation failures are refunded or not charged; FAQ identifies a 60-minute timeout threshold.Source for Task refunds (opens in a new tab)
Output modalities
Depth map, 3D reliefSource for Output modalities (opens in a new tab)
Usage metering
USD per task, derived from the explicit provider credit price. Geometry, texture and PBR charges depend on model and settings.Source for Usage metering (opens in a new tab)
Maximum input content size
20,000,000Source for Maximum input content size (opens in a new tab)

20 MB per image, decimal conversion.

Input image formats
PNG, JPEG, JPG, WebPSource for Input image formats (opens in a new tab)
Image input limits
One uploaded image or image URLSource for Image input limits (opens in a new tab)
Output resolutions
2KSource for Output resolutions (opens in a new tab)

Depth output quality, not voxel or texture resolution.

Output formats
EXR, PNG, STL, GLB, 3MF, BMPSource for Output formats (opens in a new tab)
Depth and relief controls
Relief height 0.1–50 (default 1.3); width 20–600 mm (default 40). Emboss or engrave; background removal and base-shape/thickness controls depend on rmbg.Source for Depth and relief controls (opens in a new tab)
Required request fields
model_type=pro, one image source, rmbg and format. pro is the documented default.Source for Required request fields (opens in a new tab)
Output transport
Task result and cover URLs are valid for one hour.Source for Output transport (opens in a new tab)

URL lifetime is not stored-data retention.

Access & pricing

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

Hi3D native API · relief

Provider source (opens in a new tab)
API model ID
pro

Value of model_type, not model.

Access
POST https://api.hitem3d.ai/open-api/v1/depth/create-task using multipart/form-data and a Bearer access token.
Regions
Processing region not verified
Authentication
POST /open-api/v1/auth/token with Basic base64(client_id:client_secret), then use the returned accessToken as Bearer authorization for tasks.Source for Authentication (opens in a new tab)

Token expiry is not documented in this contract. Sample credentials are not used.

Request quotas
Default 30 concurrent tasks; higher concurrency by arrangement.Source for Request quotas (opens in a new tab)

Not a requests-per-second quota.

Asynchronous generation
SupportedSource for Asynchronous generation (opens in a new tab)

Poll or receive completion/failure callbacks. This is not streamed geometry.

Batch processing
Not supportedSource for Batch processing (opens in a new tab)

Each call creates one task; no batch-generation operation is documented.

Task refunds
Server faults, timeouts and parameter-validation failures are refunded or not charged; FAQ identifies a 60-minute timeout threshold.Source for Task refunds (opens in a new tab)
Output modalities
Depth map, 3D reliefSource for Output modalities (opens in a new tab)
Maximum input content size
20,000,000Source for Maximum input content size (opens in a new tab)

20 MB per image, decimal conversion.

Input image formats
PNG, JPEG, JPG, WebPSource for Input image formats (opens in a new tab)
Image input limits
One uploaded image or image URLSource for Image input limits (opens in a new tab)
Output resolutions
2KSource for Output resolutions (opens in a new tab)

Depth output quality, not voxel or texture resolution.

Output formats
EXR, PNG, STL, GLB, 3MF, BMPSource for Output formats (opens in a new tab)
Depth and relief controls
Relief height 0.1–50 (default 1.3); width 20–600 mm (default 40). Emboss or engrave; background removal and base-shape/thickness controls depend on rmbg.Source for Depth and relief controls (opens in a new tab)
Required request fields
model_type=pro, one image source, rmbg and format. pro is the documented default.Source for Required request fields (opens in a new tab)
Output transport
Task result and cover URLs are valid for one hour.Source for Output transport (opens in a new tab)

URL lifetime is not stored-data retention.

Prices retain their published currencies and billing units below.

Published billing units · original currency · observed 14 Oct 2026
CategoryUsageRateUnit
3D generation2K depth / relief task1$0.20request

Rate conditions

  1. 10 provider credits at the published USD 0.020 per credit. One generated result; Base and Pro have the same published credit charge.
Pricing source (opens in a new tab)

Data & enterprise terms

Published terms permit use of inputs/outputs to operate the service and improve models, including training. A no-training or zero-retention agreement is not established. Download-link expiry is separate from data retention.

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.

Hi3D native API · relief

pro
Not verified

No prompt-caching contract or discounted cached-input rate documented.

How it works
Not collected

No prompt-caching contract or discounted cached-input rate documented.

Minimum reusable input
Not collected

No prompt-caching contract or discounted cached-input rate documented.

Lifetime & refresh
Not collected

No prompt-caching contract or discounted cached-input rate documented.

How to enable it
Not collected

No prompt-caching contract or discounted cached-input rate documented.

Usage fields
Not collected

No prompt-caching contract or discounted cached-input rate documented.

Billing rules
Not collected

No prompt-caching contract or discounted cached-input rate documented.

Limits & data boundaries
Not collected

No prompt-caching contract or discounted cached-input rate documented.

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

Caching reviewed 14 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

Qualified inference from provider-operated named model services and terms restricting reverse engineering/derivation. Reviewed official Hitem3D and Sparc3D repository trees do not expose corresponding checkpoint weights. Exact internal weight identities and per-model licenses are undisclosed; a public research paper or generated-asset license is not a weight release.

Classification evidence (opens in a new tab)

Sources reviewed