RRepoGEO

REPOGEO REPORT · LITE

fudan-generative-vision/champ

Default branch master · commit 4d0cad2c · scanned 5/24/2026, 3:43:18 PM

GitHub: 4,252 stars · 483 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 fudan-generative-vision/champ, 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
    Add a clear introductory sentence to the README after the H1

    Why:

    COPY-PASTE FIX
    This repository presents the official implementation of 'Champ', our ECCV 2024 paper on controllable and consistent human image animation with 3D parametric guidance.
  • hightopics#2
    Correct typo and expand topics for better categorization

    Why:

    CURRENT
    human-animation, image-animatioln, video-generation
    COPY-PASTE FIX
    human-animation, image-animation, video-generation, generative-ai, 3d-human-generation, diffusion-models, eccv-2024
  • mediumreadme#3
    Add a concise introductory paragraph to the README

    Why:

    COPY-PASTE FIX
    Champ is a novel generative AI framework for creating controllable and consistent human image animations. Leveraging 3D parametric guidance and a CLIP-guided diffusion model, it offers fine-grained control over pose, shape, and appearance, making it a valuable tool for researchers and developers in generative AI and computer graphics.

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 fudan-generative-vision/champ
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rokoko Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rokoko Studio · recommended 2×
  2. Cascadeur · recommended 2×
  3. Blender · recommended 2×
  4. Rigify · recommended 2×
  5. DeepMotion Animate 3D · recommended 1×
  • CATEGORY QUERY
    Looking for a tool to animate human images with precise control over movements.
    you: not recommended
    AI recommended (in order):
    1. DeepMotion Animate 3D
    2. Plask
    3. Rokoko Studio
    4. Cascadeur
    5. Adobe After Effects
    6. DUIK Bassel (Duduf/Duik-Bassel)
    7. Limber
    8. Blender
    9. Rigify
    10. Auto-Rig Pro

    AI recommended 10 alternatives but never named fudan-generative-vision/champ. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create consistent human video animations using 3D parametric guidance?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. MetaHuman Creator
    3. Control Rig
    4. Sequencer
    5. Blender
    6. Rigify
    7. Animation Nodes
    8. Geometry Nodes
    9. NLA Editor
    10. Autodesk Maya
    11. Advanced Skeleton
    12. MASH
    13. Bifrost
    14. Graph Editor
    15. Dope Sheet
    16. Cascadeur
    17. DeepMotion AI
    18. Rokoko Studio
    19. Smartsuit Pro
    20. Character Creator (Reallusion)
    21. Mixamo (Adobe)

    AI recommended 21 alternatives but never named fudan-generative-vision/champ. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 fudan-generative-vision/champ?
    pass
    AI named fudan-generative-vision/champ explicitly

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

  • If a team adopts fudan-generative-vision/champ in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fudan-generative-vision/champ 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 fudan-generative-vision/champ solve, and who is the primary audience?
    pass
    AI named fudan-generative-vision/champ explicitly

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

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fudan-generative-vision/champ — 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