JuliaImages / JuliaImages/ImageBase.jl
Adding Gaussian Pyramid
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Nobody has claimed this yet.
- Dominant language
- Julia
- Stars
- 4
- Forks
- 2
- PR merge metrics
- No merged PRs in 30d
Description
After I couldn't find a gaussian pyramid implementation in Julia I quickly made a simple implementation:
struct Pyramid{T,M<:AbstractMatrix{T}} <: AbstractMatrix{T}
data::Vector{M}
end
function Pyramid(data::AbstractMatrix; min_resolution=1024, mode=Linear())
ranges(d) = (LinRange(1, size(data, 1), size(d, 1)), LinRange(1, size(data, 2), size(d, 2)))
ET = ImageBase.restrict_eltype(first(data))
resized = convert(Matrix{ET}, data)
pyramid = [interpolate(eltype(ET), ET, ranges(resized), resized, Gridded(mode))]
while any(x -> x > min_resolution, size(resized))
resized = restrict(resized)
interp = interpolate(eltype(ET), ET, ranges(resized), resized, Gridded(mode))
push!(pyramid, interp)
end
Pyramid(pyramid)
end
function (p::Pyramid)(x::LinRange, y::LinRange)
xystep = step.((x, y))
maxsize = size(p.data[1])
val, idx = findmin(p.data) do data
steps = step.(LinRange.(1, maxsize, size(data)))
norm(xystep .- steps)
end
level = p.data[idx]
return level(x, y)
end
function Base.size(p::Pyramid)
return size(p.data[1])
end
function Base.show(io::IO, ::MIME"text/plain", p::Pyramid)
show(io, p)
end
function Base.show(io::IO, p::Pyramid)
println(io, "Pyramid with levels: $(size.(p.data))")
end
Is this something we want to add to ImageBase?
Contributor guide
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First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Review the proposed Pyramid implementation and the ImageBase APIs it uses, especially restrict and interpolate. The issue names no target file or tests; if accepted, done should include an agreed API and verified pyramid construction, level selection, sizing, and display behavior.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- julia
- Domain
- computer-vision
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 35/100