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TUI-NICR / ESANet

ESANet: Efficient RGB-D Semantic Segmentation for Indoor Scene Analysis

Why this job: works in the areas we cover, but does not say which job it does

What it does

EMSANet [IJCNN 2022] and EMSAFormer [IJCNN 2023] – multi-task approach, better results for semantic segmentation, and cleaner and more extendable code base • DVEFormer [IROS 2025] – efficient prediction of dense visual embeddings instead of fixed semantic classes for enhanced scene understanding • SemanticNDT [ICRA 2022] and PanopticNDT [IROS 2023] – downstream application for semantic/panoptic mapping.

Get started

git clone https://github.com/TUI-NICR/ESANet.git
cd /path/to/this/repository
Maintenance
Inactive
Last commit 10 months ago
Stars
282
+1 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest tag
release_2025_12_18
Released 10 months ago
Built with
Python
90% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
45% closed
33 still open
Pull requests
2 merged
0 waiting
Releases
2
2 in the last year
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 90%
  • Shell 10%

Topics

  • semantic-segmentation
  • rgbd
  • deep-learning
  • deep-neural-networks
  • machine-learning
  • mobile-robotics
  • real-time
  • pytorch

Project record

  • JobOther AI tools
  • StatusListed
  • Commits33
  • Forks54
  • Watching7
  • Stars in 28 days+1
  • CreatedOct 31, 2020
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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