RRepoGEO

REPOGEO REPORT · LITE

yinyunie/3D-Shape-Analysis-Paper-List

Default branch master · commit e864fe4c · scanned 6/1/2026, 3:03:09 AM

GitHub: 959 stars · 113 forks

AI VISIBILITY SCORE
15 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface yinyunie/3D-Shape-Analysis-Paper-List, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening to clarify it's a curated paper list

    Why:

    CURRENT
    A list of papers, libraries and datasets I recently read is collected for anyone who shows interest at
    COPY-PASTE FIX
    This repository is a curated and actively updated list of recent research papers, libraries, and datasets specifically focused on 3D shape and scene analysis, organized by topic for researchers and practitioners.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clarify usage rights.
  • mediumtopics#3
    Expand GitHub topics with more specific categories

    Why:

    CURRENT
    3d-detection, 3d-reconstruction, 3d-representation, scene-reconstruction, scene-understanding, shape-analysis, shape-completion
    COPY-PASTE FIX
    3d-detection, 3d-reconstruction, 3d-representation, scene-reconstruction, scene-understanding, shape-analysis, shape-completion, nerf, human-body-modeling, 3d-surveys, research-papers-list, computer-vision-resources

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface yinyunie/3D-Shape-Analysis-Paper-List
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open3D
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Open3D · recommended 2×
  2. PyTorch3D · recommended 2×
  3. arXiv.org · recommended 1×
  4. Papers With Code · recommended 1×
  5. GitHub · recommended 1×
  • CATEGORY QUERY
    Where can I find recent research papers and libraries for 3D scene understanding?
    you: not recommended
    AI recommended (in order):
    1. arXiv.org
    2. Papers With Code
    3. GitHub
    4. Open3D
    5. PyTorch3D
    6. OpenMMLab
    7. MMSegmentation
    8. MMDetection3D
    9. ROS (Robot Operating System)
    10. PCL (Point Cloud Library)

    AI recommended 10 alternatives but never named yinyunie/3D-Shape-Analysis-Paper-List. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools and datasets for 3D shape reconstruction and completion?
    you: not recommended
    AI recommended (in order):
    1. PyTorch3D
    2. Open3D
    3. Kaolin
    4. TensorFlow Graphics
    5. Trimesh
    6. ShapeNet
    7. ModelNet
    8. Matterport3D
    9. ScanNet
    10. CO3D
    11. ABC Dataset
    12. KITTI 3D Object Detection Benchmark

    AI recommended 12 alternatives but never named yinyunie/3D-Shape-Analysis-Paper-List. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of yinyunie/3D-Shape-Analysis-Paper-List?
    pass
    AI did not name yinyunie/3D-Shape-Analysis-Paper-List — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts yinyunie/3D-Shape-Analysis-Paper-List in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name yinyunie/3D-Shape-Analysis-Paper-List — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo yinyunie/3D-Shape-Analysis-Paper-List solve, and who is the primary audience?
    pass
    AI did not name yinyunie/3D-Shape-Analysis-Paper-List — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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