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$ show zju3dv/habitat-gs

[account ↗] [repo ↗] DATA_RESEARCH ★ 308 17 ● active (last update 1 month ago)
reviewed by: deepseek/deepseek-v4-flash

This repository is a research fork of Meta's Habitat-Sim, extended with 3D Gaussian Splatting (3DGS) for photo-realistic rendering in embodied AI navigation tasks. It provides a full simulation platform with physics (Bullet), sensors (RGB, depth, semantic, fisheye), navigation meshes, and a CUDA-accelerated Gaussian splatting rasterizer supporting dynamic avatars. The codebase includes training and evaluation pipelines for PointNav, ImageNav, ObjectNav, Vision-Language Navigation (StreamVLN, Uni-NaVid), and dynamic avatar avoidance. It also contains an LLM-driven agent system (HabitatAgent) with a bridge API, MCP server, and TUI for interactive navigation. The repository is hybrid: primarily a research platform for embodied AI experiments, but also includes application-like components such as web tools (navmesh editor, object annotation helper), a real-time Rerun viewer, and a conda packaging system. The core C++ simulator is well-architected with managed object patterns, replay recording, and PBR rendering, while the Python layer provides episode generation, prompt-based agent control, and analytics dashboards. Data assets (GS scenes, avatars, checkpoints) are hosted externally on Hugging Face, and the setup requires multiple conda environments for different tasks.

RATING8.0/10
QUALITY7.5/10
MAINTENANCEactive
DRIFTmedium
REPRODUCIBILITY7.0/10
CONTRIBUTORS3
VELOCITY0.82
OPEN ISSUES0
CLOSED ISSUES10
LAST COMMIT1 month ago
attrs (pip) >=19.1.0
gitpython (pip)
imageio (pip)
imageio-ffmpeg (pip)
matplotlib (pip)
numba (pip) >=0.60.0
numpy (pip) >=2.0.0
numpy-quaternion (pip) >=2024.0.0
pillow (pip) ==10.4.0
scipy (pip) >=1.13.0
tqdm (pip)
smplx (pip)
chumpy (pip)
Files by Type (count)
Python
226
C/C++ Header
214
C++
198
Other (.png)
74
JSON
47
Markdown
41
Other (.glb)
27
Shell
26
YAML
19
Other (.npy)
18
Other (.frag)
16
Text
13
Files by Type (size)
Other (.gif)
20MB
Other (.tag)
14MB
Other (.npy)
12MB
Other (.png)
10MB
Other (.hdr)
7MB
C++
4MB
Python
3MB
Other (.glb)
2MB
C/C++ Header
2MB
Other (.inc)
1MB
Other (.exr)
1MB
Other (.svg)
1MB

The LLM identified 4 files worth highlighting for reuse:

Provides self-contained geometric algorithms including 2D convex hull computation, oriented bounding box transformation, Catmull-Rom spline interpolation for trajectory smoothing, weighted distance metrics, and solid tube mesh generation with per-vertex colors. These functions have no internal dependencies beyond Magnum/Corrade and can be extracted for use in any 3D visualization or robotics project requiring path interpolation or debug mesh creation.

file: src/esp/geo/Geo.cpp ↗ | tags: #geometry-utilities #convex-hull #spline-interpolation #mesh-generation

A generic, reusable implementation of the PIMPL idiom using a smart pointer (impl_ptr) with full copy/move semantics, custom deleters, and copiers. This header-only utility can be extracted into any C++ project to encapsulate implementation details without manual memory management, reducing compilation dependencies and improving ABI stability.

file: src/esp/core/Spimpl.h ↗ | tags: #pimpl #smart-pointer #cpp-pattern

Implements a ToolRegistry pattern where tools register themselves at import time with metadata (name, description, parameters, permission level). The registry provides dispatch with unknown tool handling, gate checks, exception wrapping, and latency tracking. This pattern is reusable for any LLM agent system that needs a dynamic, extensible tool set with permission control and observability.

file: tools/habitat_agent/tools/base.py ↗ | tags: #tool-registry #dispatch-pattern #agent-framework

Provides template-based JSON serialization and deserialization for Magnum and ESP-specific types (vectors, matrices, quaternions, colors) using RapidJSON. The pattern of specializing `toJsonValue` and `fromJsonValue` for custom types is reusable in any C++ project that needs to serialize domain-specific objects to JSON with minimal boilerplate.

file: src/esp/io/JsonEspTypes.h ↗ | tags: #json-serialization #template-meta-programming
Last analyzed: 2026-09-30 14:37:29.990934
Next check: 2026-10-07 14:37:29.990249
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