COLMAP 4.2.0 Adds Multi-Component Global Mapping and LoMa Learned Matching

COLMAP 4.2.0 makes the global mapper return every disconnected view-graph component as a separate model, and adds LoMa ONNX matching and AMD GPU dense stereo.

COLMAP 4.2.0 makes the global mapper return every disconnected view-graph component as a separate model, and adds LoMa ONNX matching and AMD GPU dense stereo.

Michael Rubloff

Michael Rubloff

Michael is the Founder and Managing Editor of Radiancefields.com

COLMAP

Johannes Schönberger has released COLMAP 4.2.0, which reconstructs every disconnected component of a view graph as its own model. The global mapper arrived in 4.0 through the GLOMAP integration, and until this release it kept the largest connected component and discarded the rest.

GlobalMapper.multiple_models now controls that behavior and is on by default, while GlobalMapper.min_model_size sets the registered frame count below which a model is dropped. Both are reachable from pycolmap, and components that only appear once outlier relative rotations have been filtered come back as separate models. A capture that breaks into two unconnected groups of images now yields two reconstructions from a single global mapper run, each usable on its own as gaussian splatting initialization.

COLMAP 4.2.0 adds LoMa learned feature extraction and matching through ONNX, with LOMA_B and LOMA_B128 descriptors, brute force matching, several dedicated matcher variants, and optional BF16 inference. LoMa runs from the CLI, the GUI and pycolmap. CoreML joins the ONNX execution providers on macOS, with automatic CPU fallback for unsupported models.

Dense stereo now runs on AMD hardware. The patch_match_stereo step gains ROCm/HIP acceleration behind a HIP_ENABLED build option, and CUDA and HIP builds are mutually exclusive. A browser based viewer for sparse binary reconstructions ships with the release, running locally with no upload and covering camera and point inspection, source images and reprojections.

The GUI gains incremental, global and hierarchical mapper selection with mapper specific configuration and progress rendering, and pycolmap gains complete hierarchical mapping bindings in hierarchical_mapping and HierarchicalPipeline. Calibrated two view geometry, relative pose refinement, guided matching and generalized pose estimation move from Sampson error on camera bearings to a pixel consistent tangent Sampson error, which the project singles out as improving wide field of view and spherical cameras. For people using 360 cameras for splat reconstruction (like myself), this is a great addition. COLMAP added native spherical and equirectangular camera models in 4.1.0.

Analytical reprojection Jacobians for every camera model and for fixed pose bundle adjustment produce what the project benchmarks as approximately 1.2 to 1.55x faster incremental mapping on common pinhole and OpenCV camera configurations, and image warping is reported 4 to 7x faster on modest downscales in common undistortion cases. Two view geometry also picks up six point shared focal and one sided focal relative pose solvers for unknown or partly known intrinsics, and optional DEGENSAC fundamental matrix estimation for plane dominated scenes through TwoViewGeometry.use_degensac, off by default.

Prebuilt binaries cover arm64 macOS and Windows in both CUDA and non CUDA builds, and COLMAP stays under the new BSD license. Their team has also added a browser based viewer for COLMAP.

It is available now on GitHub.

Featured

Recents

Platforms

OctaneRender 2027.1 Beta 1 Speeds Up Gaussian Splats

OTOY says its lab tests show OctaneRender 2027.1 Beta 1 rendering Gaussian splats up to 3.8x faster on macOS, with more noise and no 2026.1 compatibility mode.

Michael Rubloff

Nov 1, 2026

Platforms

OctaneRender 2027.1 Beta 1 Speeds Up Gaussian Splats

OTOY says its lab tests show OctaneRender 2027.1 Beta 1 rendering Gaussian splats up to 3.8x faster on macOS, with more noise and no 2026.1 compatibility mode.

Michael Rubloff

Platforms

3D Tiles Splat Plugin v0.3.1 Adds Uncompressed glTF

3D-Tiles-RendererJS-3DGS-Plugin v0.3.1 streams uncompressed KHR_gaussian_splatting glTF tiles alongside SPZ ones, with SH0-SH3 color and Web Worker conversion.

Michael Rubloff

Nov 1, 2026

Platforms

3D Tiles Splat Plugin v0.3.1 Adds Uncompressed glTF

3D-Tiles-RendererJS-3DGS-Plugin v0.3.1 streams uncompressed KHR_gaussian_splatting glTF tiles alongside SPZ ones, with SH0-SH3 color and Web Worker conversion.

Michael Rubloff

Platforms

LichtFeld Studio 0.5.4.2 Adds POPSpa Sparsification

LichtFeld Studio v0.5.4.2 adds opt-in POPSpa sparsification, a command-line training crop box, and MRNF growth at the splat cap, plus an eMudhra CA fix.

Michael Rubloff

Nov 1, 2026

Platforms

LichtFeld Studio 0.5.4.2 Adds POPSpa Sparsification

LichtFeld Studio v0.5.4.2 adds opt-in POPSpa sparsification, a command-line training crop box, and MRNF growth at the splat cap, plus an eMudhra CA fix.

Michael Rubloff

Platforms

SHINING 3D Adds Gaussian Splatting to EXStar Hub 2.0

EXStar Hub 2.0 adds cloud-computed 3D Gaussian splatting for the Einstar 2 and Einstar Rockit scanners, alongside a new EXStar Mobile companion app for Android.

Michael Rubloff

Oct 31, 2026

Platforms

SHINING 3D Adds Gaussian Splatting to EXStar Hub 2.0

EXStar Hub 2.0 adds cloud-computed 3D Gaussian splatting for the Einstar 2 and Einstar Rockit scanners, alongside a new EXStar Mobile companion app for Android.

Michael Rubloff

Trending Articles
  1. TRENDING
    Loading...
  2. TRENDING
    Loading...
  3. TRENDING
    Loading...
Michael Rubloff

Written by Michael Rubloff

Michael is the Founder and Managing Editor of Radiancefields.com

More from Michael Rubloff

More from Michael Rubloff

Platforms

OctaneRender 2027.1 Beta 1 Speeds Up Gaussian Splats

OTOY says its lab tests show OctaneRender 2027.1 Beta 1 rendering Gaussian splats up to 3.8x faster on macOS, with more noise and no 2026.1 compatibility mode.

Michael Rubloff

Nov 1, 2026

OTOY

Platforms

OctaneRender 2027.1 Beta 1 Speeds Up Gaussian Splats

Michael Rubloff

Nov 1, 2026

OTOY

Platforms

OctaneRender 2027.1 Beta 1 Speeds Up Gaussian Splats

OTOY says its lab tests show OctaneRender 2027.1 Beta 1 rendering Gaussian splats up to 3.8x faster on macOS, with more noise and no 2026.1 compatibility mode.

Michael Rubloff

Nov 1, 2026

OTOY

Platforms

3D Tiles Splat Plugin v0.3.1 Adds Uncompressed glTF

3D-Tiles-RendererJS-3DGS-Plugin v0.3.1 streams uncompressed KHR_gaussian_splatting glTF tiles alongside SPZ ones, with SH0-SH3 color and Web Worker conversion.

Michael Rubloff

Nov 1, 2026

3D Tiles 3DGS

Platforms

3D Tiles Splat Plugin v0.3.1 Adds Uncompressed glTF

Michael Rubloff

Nov 1, 2026

3D Tiles 3DGS

Platforms

3D Tiles Splat Plugin v0.3.1 Adds Uncompressed glTF

3D-Tiles-RendererJS-3DGS-Plugin v0.3.1 streams uncompressed KHR_gaussian_splatting glTF tiles alongside SPZ ones, with SH0-SH3 color and Web Worker conversion.

Michael Rubloff

Nov 1, 2026

3D Tiles 3DGS

Platforms

LichtFeld Studio 0.5.4.2 Adds POPSpa Sparsification

LichtFeld Studio v0.5.4.2 adds opt-in POPSpa sparsification, a command-line training crop box, and MRNF growth at the splat cap, plus an eMudhra CA fix.

Michael Rubloff

Nov 1, 2026

LichtFeld Studio

Platforms

LichtFeld Studio 0.5.4.2 Adds POPSpa Sparsification

Michael Rubloff

Nov 1, 2026

LichtFeld Studio

Platforms

LichtFeld Studio 0.5.4.2 Adds POPSpa Sparsification

LichtFeld Studio v0.5.4.2 adds opt-in POPSpa sparsification, a command-line training crop box, and MRNF growth at the splat cap, plus an eMudhra CA fix.

Michael Rubloff

Nov 1, 2026

LichtFeld Studio

New to Gaussian Splatting? Start here

Radiance fields, explained from the ground up: what a Gaussian splat is, how to capture one, and which tools and gear to start with.

Newsletter

Keep up with the field.

New research, tools and captures from the Radiance Fields newsroom, in your inbox. Free, no spam.