Robbyant/lingbot-map
- Total stars
- 17,536
- Today · UTC
- +14since 11:36 UTC
More actions
[ECCV 2026 Best Paper Award Candidate] LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction
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About the project
A feed-forward 3D foundation model for streaming scene reconstruction from video: the Geometric Context Transformer unifies coordinate grounding, dense geometric cues, and drift correction in one streaming framework.
Useful for
- Run interactive 3D visualization of a scene from an image folder via demo.py
- Render a long video sequence (over 10,000 frames) with the offline batch_demo.py pipeline
- Evaluate reconstruction quality on the KITTI or Oxford Spires benchmarks
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.
Star growth looks organic. Data as of October 9, 2026, 12:38 UTC.
The star-growth assessment does not verify whether the project is safe to run.
Stars per day
Bars show daily stars; the line is a moving average of the available history. Short histories do not yet establish a reliable usual pace. Red marks spike days.
Why it’s trending
- Star-counter measurements on 2026-10-09 (UTC), 11:36–12:23: 17522 → 17536 stars (+14). This is the change over that interval.
- Estimated end-of-day forecast: about +60 stars, using observed gains and the previous day.
- Over the last two days the pace is 11× that of the previous week and a half.
- Elevated gains were measured on the last 2 completed UTC days in a row. Continued growth is not guaranteed.
- GitHub Trending today: #10, +109 stars.
- GitHub Trending Python today: #3, +109 stars.
- About 13 forks a day — people are taking the code.
- Recent forks include notable developers: @rsoorajs (220 followers).
Three GitHub discoveries in each edition
What they do, why they are gaining interest, and what to check before using them.
Editions at 10:00, 16:00, 22:00 MSK.
Numbers
- Total stars
- 17,536
- Today
- +14 stars measured 2026-10-09, 11:36–12:23 UTC, ≈ 60 by evening
- Forks
- 1,942
- Issues and pull requests
- 112
- Watchers
- 171
- Language
- Python
- License
- Apache-2.0
- Created
- April 15, 2026
- Last push
- October 6, 2026
Star trust
Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.
These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.
Spotted in
- October 9, 2026GitHub Trending today: #10, +109 stars; GitHub Trending Python today: #3, +109 stars