---
title: Annealed Splatting: Hybrid 3D Reconstruction | SpinForge
url: https://spin-forge.com/synthesis/annealed-splatting
description: Hybrid 3D reconstruction using annealing for structure and gradients for parameters.
---

Synthesis / Layer 1 / E SPINFORGE / A GARMO LABS COMPANY

# Annealed Splatting

Hybrid 3D reconstruction using annealing for structure and gradients for parameters.

[Explore the family](https://spin-forge.com/synthesis) [Talk about your workload](https://spin-forge.com/contact)

Customer outcome [Design and discover](https://spin-forge.com/platform/discovery-design)

THE PRODUCT, IN PRACTICE

## Choose the structure.
Refine the reconstruction.

A 3D reconstruction contains both structural choices and continuous parameters. Annealed Splatting assigns different computational roles to those two parts: annealing for structure and gradients for parameters. The customer evaluates the resulting reconstruction against the supplied scene evidence.

BUILT FOR

3D reconstruction, visualization and computational-imaging teams.

CHALLENGES  PRODUCT RESPONSE

## The problem you face.
What the product changes.

YOUR CHALLENGE WITH ANNEALED SPLATTING

01

### Structure and parameters are different decisions

A parameter update alone may not address a weak structural choice.

Annealed Splatting combines structure search with continuous parameter refinement.

02

### A visual result needs a relevant target

An attractive reconstruction is not necessarily the one that best represents the input.

Define scene evidence and reconstruction-quality measures before comparing the supported output.

03

### Quality and compute are linked

Additional search can improve a reconstruction while increasing cost.

Evaluate total reconstruction time, memory and quality together.

WHAT YOU GET

## A defined capability.
A useful result.

01

### Hybrid reconstruction

A 3D reconstruction workflow joining annealing and gradients.

02

### Structural search

Annealing handles the product’s supported structural choices.

03

### Parameter refinement

Gradients refine the continuous parameters in that workflow.

04

### A reconstruction to evaluate

Review the output against the agreed input and quality criteria.

EXAMPLE CUSTOMER WORKFLOW

## Reconstruct a scene with mixed decisions

A team wants structural search and parameter fitting in the same reconstruction workflow.

Illustrative customer use—not a new benchmark or completed customer deployment.

1. 01

Provide the supported scene inputs and quality target.

2. 02

Use annealing for structure and gradient refinement for parameters.

3. 03

Compare reconstruction fidelity and complete execution cost.

FIT & ACCEPTANCE

## Start with the task.
Agree the useful outcome.

What you bring

Supported scene/reconstruction inputs, target quality, compute environment and comparison baseline.

What a useful evaluation measures

- + Reconstruction quality against the agreed evidence
- + Numerical consistency
- + Runtime and memory

Delivery

License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.

QUESTIONS BEFORE BUYING

## A clear scope.
A clear relationship.

**What is the important boundary? − **The README table establishes hybrid 3D reconstruction, not universal scene coverage, a specific sensor interface or a measured speedup on all scenes.

**How is it priced? + **No new standalone price is supplied for this product; request a scoped proposal. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically.

**How do we get access? + **An existing product in the SpinForge portfolio. Request the release, available invocation interfaces and setup for your selected workflow; this publication does not invent executable commands or MCP tool names.

PUT THE PRODUCT TO WORK

## Tell us what needs to improve.

Bring a task, an accepted outcome and the environment in which the product needs to work.

[Discuss this workflow ](https://spin-forge.com/contact?product=synthesis%2Fannealed-splatting&brief=Product%3A+Annealed+Splatting%0AOur+challenge%3A%0AOur+workload%2Finput%3A%0AExpected+result%3A%0AAcceptance%3A+Reconstruction+quality+against+the+agreed+evidence%3B+Numerical+consistency%3B+Runtime+and+memory%0AEnvironment+and+delivery+preference%3A%0A)

PRODUCT RELATIONSHIPS

## Related, not interchangeable.

[Synthesis

### SpinForge Warp

Differentiable annealing that lets a learning workflow backpropagate through optimization.](https://spin-forge.com/synthesis/warp) [Synthesis

### Recursive Engine

The synthesis meta-system through which its eleven products improve one another.](https://spin-forge.com/synthesis/recursive-engine) [RELATED PRODUCT

### TomoForge

Signal and image reconstruction from noisy linear measurements, with a checked data-fit residual.](https://spin-forge.com/forge15/tomoforge)

ONE PLATFORM

## Choose a qualified workflow.

Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement.

[Explore monthly plans](https://spin-forge.com/plans) [See the system connections](https://spin-forge.com/system-synergies/product-map)

START WITH THIS PRODUCT

Use the software directly or ask us to scope the implementation.

[Software access](https://spin-forge.com/plans?product=synthesis/annealed-splatting) [Have us do the work](https://spin-forge.com/contact?product=synthesis/annealed-splatting&delivery=engineering)