Ceres Solver

Nonlinear least-square problem and unconstrained optimization solver

EstablishedOpen SourceLow lock-in

Pricing

See website

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Overview

What is Ceres Solver?

Ceres Solver is a powerful library for modeling and solving large complicated nonlinear least squares problems. It is used in various applications including computer vision, robotics, and machine learning.

Key differentiator

Ceres Solver stands out as a highly optimized and versatile library specifically designed for nonlinear least squares problems, offering extensive features and performance optimizations.

Capability profile

Strength Radar

Robust nonlinear…Support for unco…High-performance…Extensive docume…

Honest assessment

Strengths & Weaknesses

↑ Strengths

Robust nonlinear least squares solver

Support for unconstrained optimization problems

High-performance and scalable

Extensive documentation and examples

Fit analysis

Who is it for?

✓ Best for

Developers working on projects that require solving nonlinear least squares problems efficiently and accurately.

Research teams needing a robust library for unconstrained optimization tasks.

✕ Not a fit for

Projects requiring real-time processing where the overhead of C++ might be prohibitive

Applications that need to run in environments without support for C++ libraries

Cost structure

Pricing

Free Tier

None

Starts at

See website

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Next step

Get Started with Ceres Solver

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →