Navigation Aware Indoor Scene Synthesis Using Graph Learning and Reinforcement-Guided Diffusion for Autonomous Indoor Service Robots

IntelliNav3D is a research framework for navigation-aware indoor environment synthesis for autonomous house-cleaning robots. The proposed approach combines graph learning and reinforcement-guided diffusion to support the generation of indoor environments with an emphasis on navigability, spatial relationships, and robot-aware scene configuration. This repository provides the source code, configuration files, dependencies, and reproduction instructions required to reproduce the framework and conduct experiments, subject to the availability of the required datasets and computing resources.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23910488
Primary Topic
3D Shape Modeling and Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Navigation Aware Indoor Scene Synthesis Using Graph Learning and Reinforcement-Guided Diffusion for Autonomous Indoor Service Robots

Puducherry Technological University
Zenodo (CERN European Organization for Nuclear Research)
3D Shape Modeling and Analysis
article

Navigation Aware Indoor Scene Synthesis Using Graph Learning and Reinforcement-Guided Diffusion for Autonomous Indoor Service Robots

Puducherry Technological University
article en

Abstract

IntelliNav3D is a research framework for navigation-aware indoor environment synthesis for autonomous house-cleaning robots. The proposed approach combines graph learning and reinforcement-guided diffusion to support the generation of indoor environments with an emphasis on navigability, spatial relationships, and robot-aware scene configuration. This repository provides the source code, configuration files, dependencies, and reproduction instructions required to reproduce the framework and conduct experiments, subject to the availability of the required datasets and computing resources.

Zenodo (CERN European Organization for Nuclear Research)
Puducherry Technological University (IN)
Openalex Percentile: Top 21%
3D Shape Modeling and Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon