RRepoGEO

REPOGEO REPORT · LITE

wenqsun/DimensionX

Default branch main · commit 18d3cfe4 · scanned 5/9/2026, 10:42:36 PM

GitHub: 1,328 stars · 76 forks

AI VISIBILITY SCORE
35 /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
3 / 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 wenqsun/DimensionX, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    3d-generation, 4d-generation, video-diffusion, single-image-to-3d, scene-generation, computer-vision, deep-learning, iccv2025
  • highreadme#2
    Add a concise introductory sentence to the README

    Why:

    CURRENT
    # DimensionX: Create Any 3D and 4D Scenes from a Single Image with Decoupled Video Diffusion (ICCV2025)

**Paper** | **Project Page** | **Video** | **🤗 Model Checkpoints**

Official implementation of DimensionX: Create Any 3D and 4D Scenes from a Single Image with Decoupled Video Diffusion
    COPY-PASTE FIX
    # DimensionX: Create Any 3D and 4D Scenes from a Single Image with Decoupled Video Diffusion (ICCV2025)

This project introduces DimensionX, a cutting-edge framework for generating photorealistic 3D and 4D scenes from a single image using controllable video diffusion.

**Paper** | **Project Page** | **Video** | **🤗 Model Checkpoints**

Official implementation of DimensionX: Create Any 3D and 4D Scenes from a Single Image with Decoupled Video Diffusion
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Insert actual project homepage URL here, e.g., https://wenqsun.github.io/DimensionX-project-page]

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 wenqsun/DimensionX
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unreal Engine
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine · recommended 2×
  2. google-research/multinerf · recommended 1×
  3. NVlabs/instant-ngp · recommended 1×
  4. Luma AI · recommended 1×
  5. Stability-AI/StableDiffusion · recommended 1×
  • CATEGORY QUERY
    How can I generate photorealistic 3D and 4D scenes from a single input image?
    you: not recommended
    AI recommended (in order):
    1. Mip-NeRF 360 (google-research/multinerf)
    2. Instant-NGP (NVlabs/instant-ngp)
    3. Luma AI
    4. Stable Diffusion (Stability-AI/StableDiffusion)
    5. Midjourney
    6. ControlNet (lllyasviel/ControlNet)
    7. COLMAP (colmap/colmap)
    8. Meshroom (alicevision/meshroom)
    9. Marigold (prs-eth/marigold)
    10. Depth Anything (LiheYoung/Depth-Anything)
    11. Blender
    12. DreamFusion
    13. Magic3D
    14. Zero123 (SymphonyAI/Zero123)
    15. Unreal Engine

    AI recommended 15 alternatives but never named wenqsun/DimensionX. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best methods for creating dynamic 3D scenes with controllable spatial and temporal evolution?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Unreal Engine
    3. Blender (blender/blender)
    4. Three.js (mrdoob/three.js)
    5. GSAP (GreenSock Animation Platform) (greensock/GSAP)
    6. Babylon.js (BabylonJS/Babylon.js)
    7. Processing (processing/processing)
    8. OpenFrameworks (openframeworks/openFrameworks)
    9. Bullet Physics (bulletphysics/bullet3)

    AI recommended 9 alternatives but never named wenqsun/DimensionX. 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 wenqsun/DimensionX?
    pass
    AI named wenqsun/DimensionX explicitly

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

  • If a team adopts wenqsun/DimensionX in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wenqsun/DimensionX explicitly

    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 wenqsun/DimensionX solve, and who is the primary audience?
    pass
    AI named wenqsun/DimensionX explicitly

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

Embed your GEO score

Drop this badge into the README of wenqsun/DimensionX. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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wenqsun/DimensionX — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
wenqsun/DimensionX — RepoGEO report