GitNova

GitHub seismograph — discoveries and growing interest

Robbyant/lingbot-map

Science & researchPython
Total stars
17,536
Today · UTC
+14since 11:36 UTC
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[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.

4.4 Breakout Magnitude out of 10 — how fast interest is growing, not a quality score.

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

06001,200July 12, 2026October 9, 2026

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.

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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.

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GitNova: 4.4
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