RRepoGEO

REPOGEO REPORT · LITE

fbcotter/pytorch_wavelets

Default branch master · commit 9a0c507f · scanned 6/24/2026, 4:07:05 PM

GitHub: 1,170 stars · 158 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
66 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
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 fbcotter/pytorch_wavelets, 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 the README's opening sentence to highlight all key transforms

    Why:

    CURRENT
    2D Wavelet Transforms in Pytorch
    COPY-PASTE FIX
    PyTorch implementation of 1D and 2D Discrete Wavelet (DWT) and Dual Tree Complex Wavelet Transforms (DTCWT), including a DTCWT-based ScatterNet.
  • hightopics#2
    Add specific topics for Dual Tree Complex Wavelet Transform

    Why:

    CURRENT
    dtcwt, filterbank, pytorch, wavelet, wavelet-transform
    COPY-PASTE FIX
    dtcwt, dual-tree-complex-wavelet-transform, filterbank, pytorch, wavelet, wavelet-transform
  • mediumhomepage#3
    Add the project's documentation URL as the repository homepage

    Why:

    COPY-PASTE FIX
    http://pytorch-wavelets.readthedocs.io/

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
1 / 2
50% of queries surface fbcotter/pytorch_wavelets
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
11%
Of all named tools, what % are you?
Top rival
PyWavelets/pywt
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PyWavelets/pywt · recommended 1×
  2. kornia/kornia · recommended 1×
  3. vlukiyanov/Torch-DWT · recommended 1×
  4. scipy/scipy · recommended 1×
  5. PyTorch-DCT · recommended 1×
  • CATEGORY QUERY
    How to perform 2D discrete wavelet transforms on image batches using PyTorch?
    you: #2
    AI recommended (in order):
    1. PyWavelets (PyWavelets/pywt)
    2. pytorch_wavelets (fbcotter/pytorch_wavelets) ← you
    3. kornia (kornia/kornia)
    4. Torch-DWT (vlukiyanov/Torch-DWT)
    5. scipy.signal.dwt2d (scipy/scipy)
    Show full AI answer
  • CATEGORY QUERY
    Need a fast PyTorch implementation for dual-tree complex wavelet transforms on images.
    you: not recommended
    AI recommended (in order):
    1. PyTorch-DCT
    2. PyWavelets
    3. dtcwt
    4. Kornia

    AI recommended 4 alternatives but never named fbcotter/pytorch_wavelets. 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 fbcotter/pytorch_wavelets?
    pass
    AI named fbcotter/pytorch_wavelets explicitly

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

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

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

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fbcotter/pytorch_wavelets — 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