From e3d62019b2761bfd95d330e2f7269ebdd75a8f6c Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Mon, 12 Jul 2021 10:32:27 +0530 Subject: [PATCH 1/8] initial brief descriptor --- docs/examples/image_features/brief.jl | 84 +++++++++++++++++++++++++++ 1 file changed, 84 insertions(+) create mode 100644 docs/examples/image_features/brief.jl diff --git a/docs/examples/image_features/brief.jl b/docs/examples/image_features/brief.jl new file mode 100644 index 00000000..240bafdf --- /dev/null +++ b/docs/examples/image_features/brief.jl @@ -0,0 +1,84 @@ +# --- +# cover: assets/brief.gif +# title: BRIEF Descriptor +# description: This demo shows BRIEF descriptor +# author: Anchit Navelkar, Ashwani Rathee +# date: 2021-07-12 +# --- + +# `BRIEF` (Binary Robust Independent Elementary Features) is an efficient feature point descriptor. +# It is highly discriminative even when using relatively few bits and is computed using simple +# intensity difference tests. BRIEF does not have a sampling pattern thus pairs can be chosen +# at any point on the `SxS` patch. + +# To build a BRIEF descriptor of length `n`, we need to determine `n` pairs `(Xi,Yi)`. +# Denote by `X` and `Y` the vectors of point `Xi` and `Yi`, respectively. + +# In ImageFeatures.jl we have five methods to determine the vectors `X` and `Y` : + +# - [`random_uniform`](@ref) : `X` and `Y` are randomly uniformly sampled +# - [`gaussian`](@ref) : `X` and `Y` are randomly sampled using a Gaussian distribution, meaning that locations that are closer to the center of the patch are preferred +# - [`gaussian_local`](@ref) : `X` and `Y` are randomly sampled using a Gaussian distribution where first `X` is sampled with a standard deviation of `0.04*S^2` and then the `Yi’s` are sampled using a Gaussian distribution – Each `Yi` is sampled with mean `Xi` and standard deviation of `0.01 * S^2` +# - [`random_coarse`](@ref) : `X` and `Y` are randomly sampled from discrete location of a coarse polar grid +# - [`center_sample`](@ref) : For each `i`, `Xi` is `(0, 0)` and `Yi` takes all possible values on a coarse polar grid + +# As with all the binary descriptors, BRIEF’s distance measure is the number of +# different bits between two binary strings which can also be computed as the sum +# of the XOR operation between the strings. + +# BRIEF is a very simple feature descriptor and does not provide scale or rotation +# invariance (only translation invariance). To achieve those, see [ORB](orb.md), +# [BRISK](brisk.md) and [FREAK](freak.md). + +# ## Example + +# Let us take a look at a simple example where the BRIEF descriptor is used to match +# two images where one has been translated by `(100, 200)` pixels. We will use the +# `lighthouse` image from the [TestImages](https://github.com/timholy/TestImages.jl) +# package for this example. + + +# Now, let us create the two images we will match using BRIEF. + +using ImageFeatures, TestImages, Images, ImageDraw, CoordinateTransformations + +img = testimage("sudoku") +img1 = Gray.(img) +trans = Translation(-50, -50) +img2 = warp(img1, trans, axes(img1)) + +# To calculate the descriptors, we first need to get the keypoints. For this tutorial, +# we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). + +keypoints_1 = Keypoints(fastcorners(img1, 12, 0.4)) +keypoints_2 = Keypoints(fastcorners(img2, 12, 0.4)) + + +# To create the BRIEF descriptor, we first need to define the parameters by calling +# the [`BRIEF`](@ref) constructor. + +brief_params = BRIEF(size = 256, window = 10, seed = 123) + +# Now pass the image with the keypoints and the parameters to the +# [`create_descriptor`](@ref) function. + +desc_1, ret_keypoints_1 = create_descriptor(img1, keypoints_1, brief_params) +desc_2, ret_keypoints_2 = create_descriptor(img2, keypoints_2, brief_params) + +# The obtained descriptors can be used to find the matches between the two images +# using the [`match_keypoints`](@ref) function. + +matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.1) + +# We can use the [ImageDraw.jl](https://github.com/JuliaImages/ImageDraw.jl) package +# to view the results. + +grid = hcat(img1, img2) +offset = CartesianIndex(0, size(img1, 2)) +map(m -> draw!(grid, LineSegment(m[2] + offset,m[1] )), matches) +grid + + +# `grid` shows the results + +save("assets/brief.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file From 19b4bef015b7ff7eda3a5bdc4f37ed3b140db91f Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Mon, 12 Jul 2021 10:42:26 +0530 Subject: [PATCH 2/8] initial orb descriptor --- docs/examples/image_features/orb.jl | 74 +++++++++++++++++++++++++++++ 1 file changed, 74 insertions(+) create mode 100644 docs/examples/image_features/orb.jl diff --git a/docs/examples/image_features/orb.jl b/docs/examples/image_features/orb.jl new file mode 100644 index 00000000..477d098c --- /dev/null +++ b/docs/examples/image_features/orb.jl @@ -0,0 +1,74 @@ +# --- +# cover: assets/orb.gif +# title: ORB Descriptor +# description: This demo shows ORB descriptor +# author: Anchit Navelkar, Ashwani Rathee +# date: 2021-07-12 +# --- + +# The `ORB` (Oriented Fast and Rotated Brief) descriptor is a somewhat similar to [BRIEF](brief.md). +# It doesn’t have an elaborate sampling pattern as [BRISK](brisk.md) or [FREAK](freak.md). + +# However, there are two main differences between ORB and BRIEF: + +# - ORB uses an orientation compensation mechanism, making it rotation invariant. +# - ORB learns the optimal sampling pairs, whereas BRIEF uses randomly chosen sampling pairs. + +# The ORB descriptor uses the intensity centroid as a measure of orientation. +# To calculate the centroid, we first need to find the moment of a patch, which is given by +# `Mpq = x,yxpyqI(x,y)`. The centroid, or ‘centre of mass' is then given by `C=(M10M00, M01M00)`. + +# The vector from the corner’s center to the centroid gives the orientation of the patch. +# Now, the patch can be rotated to some predefined canonical orientation before calculating +# the descriptor, thus achieving rotation invariance. + +# ORB tries to take sampling pairs which are uncorrelated so that each new pair will bring +# new information to the descriptor, thus maximizing the amount of information the descriptor +# carries. We also want high variance among the pairs making a feature more discriminative, +# since it responds differently to inputs. To do this, we consider the sampling pairs over +# keypoints in standard datasets and then do a greedy evaluation of all the pairs in order +# of distance from mean till the number of desired pairs are obtained i.e. the size of the descriptor. + +# The descriptor is built using intensity comparisons of the pairs. For each pair if the +# first point has greater intensity than the second, then 1 is written else 0 is written +# to the corresponding bit of the descriptor. + +# ## Example + +# Let us take a look at a simple example where the ORB descriptor is used to match two +# images where one has been translated by `(50, 40)` pixels and then rotated by an angle +# of 75 degrees. We will use the `lighthouse` image from the [TestImages](https://github.com/JuliaImages/TestImages.jl) package for this example. + +# First, let us create the two images we will match using ORB. + +using ImageFeatures, TestImages, Images, ImageDraw, CoordinateTransformations, Rotations + +img = testimage("cameraman") +img1 = Gray.(img) +rot = recenter(RotMatrix(5pi/6), [size(img1)...] .÷ 2) # a rotation around the center +tform = rot ∘ Translation(-50, -40) +img2 = warp(img1, tform, axes(img1)) + +# The ORB descriptor calculates the keypoints as well as the descriptor, unlike [BRIEF](brief.md). +# To create the ORB descriptor, we first need to define the parameters by calling the [`ORB`](@ref) constructor. + +orb_params = ORB(num_keypoints = 1000) + +# Now pass the image with the parameters to the [`create_descriptor`](@ref) function. + +desc_1, ret_keypoints_1 = create_descriptor(img1, orb_params) +desc_2, ret_keypoints_2 = create_descriptor(img2, orb_params) + +# The obtained descriptors can be used to find the matches between the two +# images using the [`match_keypoints`](@ref) function. + +matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.2) + +# We can use the [ImageDraw.jl](https://github.com/JuliaImages/ImageDraw.jl) package to view the results. + +grid = hcat(img1, img2) +offset = CartesianIndex(0, size(img1, 2)) +map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) +grid + +save("assets/orb.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file From 8cf997a778ecbb508b889bf67054659fb0a83971 Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Mon, 12 Jul 2021 11:04:27 +0530 Subject: [PATCH 3/8] initial brisk descriptor --- docs/examples/image_features/brisk.jl | 89 +++++++++++++++++++++++++++ 1 file changed, 89 insertions(+) create mode 100644 docs/examples/image_features/brisk.jl diff --git a/docs/examples/image_features/brisk.jl b/docs/examples/image_features/brisk.jl new file mode 100644 index 00000000..50610f6d --- /dev/null +++ b/docs/examples/image_features/brisk.jl @@ -0,0 +1,89 @@ +# --- +# cover: assets/brisk.gif +# title: BRISK Descriptor +# description: This demo shows BRISK descriptor +# author: Anchit Navelkar, Ashwani Rathee +# date: 2021-07-12 +# --- + +# The *BRISK* (Binary Robust Invariant Scalable Keypoints) descriptor has a predefined +# sampling pattern as compared to [BRIEF](brief.md) or [ORB](orb.md). +# Pixels are sampled over concentric rings. For each sampling point, a small patch +# is considered around it. Before starting the algorithm, the patch is smoothed +# using gaussian smoothing. + +# Two types of pairs are used for sampling, short and long pairs. +# Short pairs are those where the distance is below a set threshold distmax while the +# long pairs have distance above distmin. Long pairs are used for orientation and +# short pairs are used for calculating the descriptor by comparing intensities. + +# BRISK achieves rotation invariance by trying the measure orientation of the keypoint +# and rotating the sampling pattern by that orientation. This is done by first +# calculating the local gradient `g(pi,pj)` between sampling pair `(pi,pj)` where +# `I(pj, pj)` is the smoothed intensity after applying gaussian smoothing. + +# `g(pi, pj) = (pi - pj) . I(pj, j) -I(pj, j)pj - pi2` + +# All local gradients between long pairs and then summed and the `arctangent(gy/gx)` +# between `y` and `x` components of the sum is taken as the angle of the keypoint. +# Now, we only need to rotate the short pairs by that angle to help the descriptor +# become more invariant to rotation. +# The descriptor is built using intensity comparisons. For each short pair if the +# first point has greater intensity than the second, then 1 is written else 0 is +# written to the corresponding bit of the descriptor. + +# ## Example + +# Let us take a look at a simple example where the BRISK descriptor is used to +# match two images where one has been translated by `(50, 40)` pixels and then +# rotated by an angle of 75 degrees. We will use the `lighthouse` image from the +# [TestImages](https://github.com/timholy/TestImages.jl) package for this example. + +# First, let us create the two images we will match using BRISK. + +using ImageFeatures, TestImages, Images, ImageDraw, CoordinateTransformations, Rotations +using MosaicViews + +img = testimage("lake_color") + +# Original Image + +img1 = Gray.(img) +rot = recenter(RotMatrix(5pi/6), [size(img1)...] .÷ 2) # a rotation around the center +tform = rot ∘ Translation(-50, -40) +img2 = warp(img1, tform, axes(img1)) +mosaicview(img, img1, img2; nrow=1) + +# To calculate the descriptors, we first need to get the keypoints. For this +# tutorial, we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). + + +features_1 = Features(fastcorners(img1, 12, 0.35)) +features_2 = Features(fastcorners(img2, 12, 0.35)) + +# To create the BRISK descriptor, we first need to define the parameters by +# calling the [`BRISK`](@ref) constructor. + + +brisk_params = BRISK() + + +# Now pass the image with the keypoints and the parameters to the +# [`create_descriptor`](@ref) function. + +desc_1, ret_features_1 = create_descriptor(img1, features_1, brisk_params) +desc_2, ret_features_2 = create_descriptor(img2, features_2, brisk_params) + +# The obtained descriptors can be used to find the matches between the two +# images using the [`match_keypoints`](@ref) function. + +matches = match_keypoints(Keypoints(ret_features_1), Keypoints(ret_features_2), desc_1, desc_2, 0.1) + +# We can use the [ImageDraw.jl](https://github.com/JuliaImages/ImageDraw.jl) package to view the results. + +grid = hcat(img1, img2) +offset = CartesianIndex(0, size(img1, 2)) +map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) +grid + +save("assets/brisk.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file From 421a929d9a714b05dea1fdbd47281d79e31627d5 Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Mon, 12 Jul 2021 12:04:57 +0530 Subject: [PATCH 4/8] initial freak descriptor --- docs/examples/image_features/freak.jl | 76 +++++++++++++++++++++++++++ 1 file changed, 76 insertions(+) create mode 100644 docs/examples/image_features/freak.jl diff --git a/docs/examples/image_features/freak.jl b/docs/examples/image_features/freak.jl new file mode 100644 index 00000000..d77e66d5 --- /dev/null +++ b/docs/examples/image_features/freak.jl @@ -0,0 +1,76 @@ +# --- +# cover: assets/freak.gif +# title: FREAK Descriptor +# description: This demo shows FREAK descriptor +# author: Anchit Navelkar, Ashwani Rathee +# date: 2021-07-12 +# --- + +# `FREAK` (Fast Retina Keypoint) has a defined sampling pattern like [BRISK](brisk.md). +# It uses a retinal sampling grid with more density of points near the centre +# with the density decreasing exponentially with distance from the centre. + +# FREAK’s measure of orientation is similar to [BRISK](brisk.md) but instead of using +# long pairs, it uses a set of predefined 45 symmetric sampling pairs. The set of +# sampling pairs is determined using a method similar to [ORB](orb.md), by finding +# sampling pairs over keypoints in standard datasets and then extracting the most +# discriminative pairs. The orientation weights over these pairs are summed and the +# sampling window is rotated by this orientation to some canonical orientation to +# achieve rotation invariance. + +# The descriptor is built using intensity comparisons of a predetermined set of 512 +# sampling pairs. This set is also obtained using a method similar to the one described +# above. For each pair if the first point has greater intensity than the second, +# then 1 is written else 0 is written to the corresponding bit of the descriptor. + +# ## Example + +# Let us take a look at a simple example where the FREAK descriptor is used to +# match two images where one has been translated by `(50, 40)` pixels and then +# rotated by an angle of 75 degrees. We will use the `lighthouse` image from +# the [TestImages](https://github.com/timholy/TestImages.jl) package for this example. + +# First, let us create the two images we will match using FREAK. + +using ImageFeatures, TestImages, Images, ImageDraw, CoordinateTransformations, Rotations + +img = testimage("peppers_color") + +# Original + +img1 = Gray.(img) +rot = recenter(RotMatrix(5pi/6), [size(img1)...] .÷ 2) # a rotation around the center +tform = rot ∘ Translation(-50, -40) +img2 = warp(img1, tform, axes(img1)) + +# To calculate the descriptors, we first need to get the keypoints. For this +# tutorial, we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). + +keypoints_1 = Keypoints(fastcorners(img1, 12, 0.35)) +keypoints_2 = Keypoints(fastcorners(img2, 12, 0.35)) + + +# To create the FREAK descriptor, we first need to define the parameters +# by calling the [`FREAK`](@ref) constructor. + +freak_params = FREAK() + +# Now pass the image with the keypoints and the parameters to the [`create_descriptor`](@ref) function. + +desc_1, ret_keypoints_1 = create_descriptor(img1, keypoints_1, freak_params) +desc_2, ret_keypoints_2 = create_descriptor(img2, keypoints_2, freak_params) + +# The obtained descriptors can be used to find the matches between the two +# images using the [`match_keypoints`](@ref) function. + +matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.1) + +# We can use the [ImageDraw.jl](https://github.com/JuliaImages/ImageDraw.jl) +# package to view the results. + +grid = hcat(img1, img2) +offset = CartesianIndex(0, size(img1, 2)) +map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) +grid + +save("assets/freak.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src From fe898adb9e1b9cc151bbb00583ddffa9adfc4ba5 Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Mon, 12 Jul 2021 14:40:50 +0530 Subject: [PATCH 5/8] initial hog descriptor --- docs/examples/image_features/assets/boxes.jpg | Bin 0 -> 83884 bytes docs/examples/image_features/assets/hog.gif | Bin 0 -> 172500 bytes .../examples/image_features/assets/human1.png | Bin 0 -> 5654 bytes .../examples/image_features/assets/human2.png | Bin 0 -> 7474 bytes .../examples/image_features/assets/human3.png | Bin 0 -> 6693 bytes .../examples/image_features/assets/humans.jpg | Bin 0 -> 83018 bytes .../image_features/assets/not-human1.jpg | Bin 0 -> 5378 bytes .../examples/image_features/assets/scores.png | Bin 0 -> 5271 bytes docs/examples/image_features/hog.jl | 155 ++++++++++++++++++ 9 files 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z*Odhv4tM}if+^9U!6rmlT%A?Mg_F12%L;tz^Ejudg&nn6bfTwNCT9z8yr4({(xWY=1nJ zR21arM{3*rEtGaX8!0%WQi!)2zV&*&8z9PS07Lt|CT0U5C}+U(Xy)^$E9HwZ9^dyb zzIvT2#FD!W7W44Aa&y^)<-$<6bv+66C=fml_Ce?j>y(R!Lz{P{tVue2|7KN~=H8cFc5qE@%z{q?_xPvv`DeQv$V1jN^u`pWe#nQe4HlVXXoZBe3_3Ee?k5=!1y6+v2-j!^L5wO`b{A#LqfK*1}vZV zGiq6^FysLN%7#kI-?~(X24ov4o&l&EdHRez=iaf! zHQ$_5y>;u>EfBV@Ca2#--kCD*%QAJ~MTsznS_67rn=$o9{gX$3NVdT4tZB~x`?IVR zDoX(Q{f^h~|02! 98% +# ``` + +# Try testing our trained model on more images. You can see that it performs quite well. +# Image + + +# | ![Original](assets/human1.png) | ![Original](assets/human2.png) | +# |:------:|:---:| +# | predicted_label = 1 | predicted_label = 1 | + +# | ![Original](assets/human3.png) | ![Original](assets/not-human1.jpg) | +# |:------:|:---:| +# | predicted_label = 1 | predicted_label = 0 | + +# Next we will use our trained classifier with a sliding window to localize persons in an image. + +# ![Original](assets/humans.jpg) + +# ```julia +# img = load("path_to_tutorial/tutorial/humans.jpg") +# rows, cols = size(img) + +# scores = Array{Float64}(22, 45) +# descriptor = Array{Float64}(3780, 1) + +# #Apply classifier using a sliding window approach and store classification score for not-human at every location in score array +# for j = 32:10:cols-32 +# for i = 64:10:rows-64 +# box = img[i-63:i+64, j-31:j+32] +# descriptor[:, 1] = create_descriptor(box, HOG()) +# predicted_label, s = svmpredict(model, descriptor) +# scores[Int((i - 64) / 10)+1, Int((j - 32) / 10)+1] = s[1] +# end +# end +# ``` + +# ![](assets/scores.png) + +# You can see that classifier gave low score to not-human class (i.e. +# high score to human class) at positions corresponding to humans in +# the original image. +# Below we threshold the image and supress non-minimal values to get +# the human locations. We then plot the bounding boxes using `ImageDraw`. + +# ```julia +# using ImageDraw, ImageView + +# scores[scores.>0] = 0 +# object_locations = findlocalminima(scores) + +# rectangles = [ +# [ +# ((i[2] - 1) * 10 + 1, (i[1] - 1) * 10 + 1), +# ((i[2] - 1) * 10 + 64, (i[1] - 1) * 10 + 1), +# ((i[2] - 1) * 10 + 64, (i[1] - 1) * 10 + 128), +# ((i[2] - 1) * 10 + 1, (i[1] - 1) * 10 + 128), +# ] for i in object_locations +# ]; + +# for rec in rectangles +# draw!(img, Polygon(rec), RGB{N0f8}(0, 0, 1.0)) +# end +# imshow(img) +# ``` + +# ![](assets/boxes.jpg) + +# In our example we were lucky that the persons in our image had roughly +# the same size (128x64) as examples in our train set. We will generally +# need to take bounding boxes across multiple scales (and multiple +# aspect ratios for some object classes). + +using FileIO #src +img1 = load("assets/humans.jpg") #src +img2 = load("assets/boxes.jpg") #src +save("assets/hog.gif", cat(img1[1:342,1:342], img2[1:342,1:342]; dims=3); fps=2) #src + From fcef47c3d3f1e50421ca02801ef8e38744ad380b Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Tue, 13 Jul 2021 11:12:24 +0530 Subject: [PATCH 6/8] ; fix --- docs/examples/image_features/brief.jl | 2 +- docs/examples/image_features/brisk.jl | 2 +- docs/examples/image_features/freak.jl | 2 +- docs/examples/image_features/hog.jl | 2 +- docs/examples/image_features/orb.jl | 2 +- 5 files changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/examples/image_features/brief.jl b/docs/examples/image_features/brief.jl index 240bafdf..3a569f7b 100644 --- a/docs/examples/image_features/brief.jl +++ b/docs/examples/image_features/brief.jl @@ -2,7 +2,7 @@ # cover: assets/brief.gif # title: BRIEF Descriptor # description: This demo shows BRIEF descriptor -# author: Anchit Navelkar, Ashwani Rathee +# author: Anchit Navelkar; Ashwani Rathee # date: 2021-07-12 # --- diff --git a/docs/examples/image_features/brisk.jl b/docs/examples/image_features/brisk.jl index 50610f6d..d2296669 100644 --- a/docs/examples/image_features/brisk.jl +++ b/docs/examples/image_features/brisk.jl @@ -2,7 +2,7 @@ # cover: assets/brisk.gif # title: BRISK Descriptor # description: This demo shows BRISK descriptor -# author: Anchit Navelkar, Ashwani Rathee +# author: Anchit Navelkar; Ashwani Rathee # date: 2021-07-12 # --- diff --git a/docs/examples/image_features/freak.jl b/docs/examples/image_features/freak.jl index d77e66d5..cc3ef3f1 100644 --- a/docs/examples/image_features/freak.jl +++ b/docs/examples/image_features/freak.jl @@ -2,7 +2,7 @@ # cover: assets/freak.gif # title: FREAK Descriptor # description: This demo shows FREAK descriptor -# author: Anchit Navelkar, Ashwani Rathee +# author: Anchit Navelkar; Ashwani Rathee # date: 2021-07-12 # --- diff --git a/docs/examples/image_features/hog.jl b/docs/examples/image_features/hog.jl index a5ac963d..13597206 100644 --- a/docs/examples/image_features/hog.jl +++ b/docs/examples/image_features/hog.jl @@ -2,7 +2,7 @@ # cover: assets/hog.gif # title: Object Detection using HOG # description: This demo shows HOG descriptor -# author: Anchit Navelkar, Ashwani Rathee +# author: Anchit Navelkar; Ashwani Rathee # date: 2021-07-12 # --- diff --git a/docs/examples/image_features/orb.jl b/docs/examples/image_features/orb.jl index 477d098c..1903f192 100644 --- a/docs/examples/image_features/orb.jl +++ b/docs/examples/image_features/orb.jl @@ -2,7 +2,7 @@ # cover: assets/orb.gif # title: ORB Descriptor # description: This demo shows ORB descriptor -# author: Anchit Navelkar, Ashwani Rathee +# author: Anchit Navelkar; Ashwani Rathee # date: 2021-07-12 # --- From 006bd714520065d6f75c1ea1267ad0b356ccfebd Mon Sep 17 00:00:00 2001 From: Ashwani Rathee Date: Thu, 5 Aug 2021 11:27:26 +0530 Subject: [PATCH 7/8] redudant @ref fixes --- docs/examples/image_features/brief.jl | 22 +++++++++++----------- docs/examples/image_features/brisk.jl | 10 +++++----- docs/examples/image_features/freak.jl | 14 +++++++------- docs/examples/image_features/orb.jl | 12 ++++++------ 4 files changed, 29 insertions(+), 29 deletions(-) diff --git a/docs/examples/image_features/brief.jl b/docs/examples/image_features/brief.jl index 3a569f7b..f2341315 100644 --- a/docs/examples/image_features/brief.jl +++ b/docs/examples/image_features/brief.jl @@ -16,19 +16,19 @@ # In ImageFeatures.jl we have five methods to determine the vectors `X` and `Y` : -# - [`random_uniform`](@ref) : `X` and `Y` are randomly uniformly sampled -# - [`gaussian`](@ref) : `X` and `Y` are randomly sampled using a Gaussian distribution, meaning that locations that are closer to the center of the patch are preferred -# - [`gaussian_local`](@ref) : `X` and `Y` are randomly sampled using a Gaussian distribution where first `X` is sampled with a standard deviation of `0.04*S^2` and then the `Yi’s` are sampled using a Gaussian distribution – Each `Yi` is sampled with mean `Xi` and standard deviation of `0.01 * S^2` -# - [`random_coarse`](@ref) : `X` and `Y` are randomly sampled from discrete location of a coarse polar grid -# - [`center_sample`](@ref) : For each `i`, `Xi` is `(0, 0)` and `Yi` takes all possible values on a coarse polar grid +# - `random_uniform` : `X` and `Y` are randomly uniformly sampled +# - `gaussian` : `X` and `Y` are randomly sampled using a Gaussian distribution, meaning that locations that are closer to the center of the patch are preferred +# - `gaussian_local` : `X` and `Y` are randomly sampled using a Gaussian distribution where first `X` is sampled with a standard deviation of `0.04*S^2` and then the `Yi’s` are sampled using a Gaussian distribution – Each `Yi` is sampled with mean `Xi` and standard deviation of `0.01 * S^2` +# - `random_coarse` : `X` and `Y` are randomly sampled from discrete location of a coarse polar grid +# - `center_sample` : For each `i`, `Xi` is `(0, 0)` and `Yi` takes all possible values on a coarse polar grid # As with all the binary descriptors, BRIEF’s distance measure is the number of # different bits between two binary strings which can also be computed as the sum # of the XOR operation between the strings. # BRIEF is a very simple feature descriptor and does not provide scale or rotation -# invariance (only translation invariance). To achieve those, see [ORB](orb.md), -# [BRISK](brisk.md) and [FREAK](freak.md). +# invariance (only translation invariance). To achieve those, see ORB, BRISK, +# FREAK examples # ## Example @@ -48,25 +48,25 @@ trans = Translation(-50, -50) img2 = warp(img1, trans, axes(img1)) # To calculate the descriptors, we first need to get the keypoints. For this tutorial, -# we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). +# we will use the FAST corners to generate keypoints (see `fastcorners`). keypoints_1 = Keypoints(fastcorners(img1, 12, 0.4)) keypoints_2 = Keypoints(fastcorners(img2, 12, 0.4)) # To create the BRIEF descriptor, we first need to define the parameters by calling -# the [`BRIEF`](@ref) constructor. +# the `BRIEF` constructor. brief_params = BRIEF(size = 256, window = 10, seed = 123) # Now pass the image with the keypoints and the parameters to the -# [`create_descriptor`](@ref) function. +# `create_descriptor` function. desc_1, ret_keypoints_1 = create_descriptor(img1, keypoints_1, brief_params) desc_2, ret_keypoints_2 = create_descriptor(img2, keypoints_2, brief_params) # The obtained descriptors can be used to find the matches between the two images -# using the [`match_keypoints`](@ref) function. +# using the `match_keypoints` function. matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.1) diff --git a/docs/examples/image_features/brisk.jl b/docs/examples/image_features/brisk.jl index d2296669..99413e16 100644 --- a/docs/examples/image_features/brisk.jl +++ b/docs/examples/image_features/brisk.jl @@ -7,7 +7,7 @@ # --- # The *BRISK* (Binary Robust Invariant Scalable Keypoints) descriptor has a predefined -# sampling pattern as compared to [BRIEF](brief.md) or [ORB](orb.md). +# sampling pattern as compared to `BRIEF` or `ORB`. # Pixels are sampled over concentric rings. For each sampling point, a small patch # is considered around it. Before starting the algorithm, the patch is smoothed # using gaussian smoothing. @@ -55,27 +55,27 @@ img2 = warp(img1, tform, axes(img1)) mosaicview(img, img1, img2; nrow=1) # To calculate the descriptors, we first need to get the keypoints. For this -# tutorial, we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). +# tutorial, we will use the FAST corners to generate keypoints (see `fastcorners`). features_1 = Features(fastcorners(img1, 12, 0.35)) features_2 = Features(fastcorners(img2, 12, 0.35)) # To create the BRISK descriptor, we first need to define the parameters by -# calling the [`BRISK`](@ref) constructor. +# calling the `BRISK` constructor. brisk_params = BRISK() # Now pass the image with the keypoints and the parameters to the -# [`create_descriptor`](@ref) function. +# `create_descriptor` function. desc_1, ret_features_1 = create_descriptor(img1, features_1, brisk_params) desc_2, ret_features_2 = create_descriptor(img2, features_2, brisk_params) # The obtained descriptors can be used to find the matches between the two -# images using the [`match_keypoints`](@ref) function. +# images using the `match_keypoints` function. matches = match_keypoints(Keypoints(ret_features_1), Keypoints(ret_features_2), desc_1, desc_2, 0.1) diff --git a/docs/examples/image_features/freak.jl b/docs/examples/image_features/freak.jl index cc3ef3f1..bd6cb0a9 100644 --- a/docs/examples/image_features/freak.jl +++ b/docs/examples/image_features/freak.jl @@ -6,13 +6,13 @@ # date: 2021-07-12 # --- -# `FREAK` (Fast Retina Keypoint) has a defined sampling pattern like [BRISK](brisk.md). +# `FREAK` (Fast Retina Keypoint) has a defined sampling pattern like `BRISK`. # It uses a retinal sampling grid with more density of points near the centre # with the density decreasing exponentially with distance from the centre. -# FREAK’s measure of orientation is similar to [BRISK](brisk.md) but instead of using +# FREAK’s measure of orientation is similar to `BRISK` but instead of using # long pairs, it uses a set of predefined 45 symmetric sampling pairs. The set of -# sampling pairs is determined using a method similar to [ORB](orb.md), by finding +# sampling pairs is determined using a method similar to `ORB`, by finding # sampling pairs over keypoints in standard datasets and then extracting the most # discriminative pairs. The orientation weights over these pairs are summed and the # sampling window is rotated by this orientation to some canonical orientation to @@ -44,24 +44,24 @@ tform = rot ∘ Translation(-50, -40) img2 = warp(img1, tform, axes(img1)) # To calculate the descriptors, we first need to get the keypoints. For this -# tutorial, we will use the FAST corners to generate keypoints (see [`fastcorners`](@ref)). +# tutorial, we will use the FAST corners to generate keypoints (see `fastcorners`). keypoints_1 = Keypoints(fastcorners(img1, 12, 0.35)) keypoints_2 = Keypoints(fastcorners(img2, 12, 0.35)) # To create the FREAK descriptor, we first need to define the parameters -# by calling the [`FREAK`](@ref) constructor. +# by calling the `FREAK` constructor. freak_params = FREAK() -# Now pass the image with the keypoints and the parameters to the [`create_descriptor`](@ref) function. +# Now pass the image with the keypoints and the parameters to the `create_descriptor` function. desc_1, ret_keypoints_1 = create_descriptor(img1, keypoints_1, freak_params) desc_2, ret_keypoints_2 = create_descriptor(img2, keypoints_2, freak_params) # The obtained descriptors can be used to find the matches between the two -# images using the [`match_keypoints`](@ref) function. +# images using the `match_keypoints` function. matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.1) diff --git a/docs/examples/image_features/orb.jl b/docs/examples/image_features/orb.jl index 1903f192..76656650 100644 --- a/docs/examples/image_features/orb.jl +++ b/docs/examples/image_features/orb.jl @@ -6,8 +6,8 @@ # date: 2021-07-12 # --- -# The `ORB` (Oriented Fast and Rotated Brief) descriptor is a somewhat similar to [BRIEF](brief.md). -# It doesn’t have an elaborate sampling pattern as [BRISK](brisk.md) or [FREAK](freak.md). +# The `ORB` (Oriented Fast and Rotated Brief) descriptor is a somewhat similar to `BRIEF`. +# It doesn’t have an elaborate sampling pattern as `BRISK` or `FREAK`. # However, there are two main differences between ORB and BRIEF: @@ -49,18 +49,18 @@ rot = recenter(RotMatrix(5pi/6), [size(img1)...] .÷ 2) # a rotation around the tform = rot ∘ Translation(-50, -40) img2 = warp(img1, tform, axes(img1)) -# The ORB descriptor calculates the keypoints as well as the descriptor, unlike [BRIEF](brief.md). -# To create the ORB descriptor, we first need to define the parameters by calling the [`ORB`](@ref) constructor. +# The ORB descriptor calculates the keypoints as well as the descriptor, unlike `BRIEF`. +# To create the ORB descriptor, we first need to define the parameters by calling the `ORB` constructor. orb_params = ORB(num_keypoints = 1000) -# Now pass the image with the parameters to the [`create_descriptor`](@ref) function. +# Now pass the image with the parameters to the `create_descriptor` function. desc_1, ret_keypoints_1 = create_descriptor(img1, orb_params) desc_2, ret_keypoints_2 = create_descriptor(img2, orb_params) # The obtained descriptors can be used to find the matches between the two -# images using the [`match_keypoints`](@ref) function. +# images using the `match_keypoints` function. matches = match_keypoints(ret_keypoints_1, ret_keypoints_2, desc_1, desc_2, 0.2) From 4ba6931afd2fbaa547ad2bb025ead60057f9eaad Mon Sep 17 00:00:00 2001 From: Johnny Chen Date: Sat, 14 Aug 2021 17:27:40 +0800 Subject: [PATCH 8/8] set fps=1 --- docs/examples/image_features/brief.jl | 2 +- docs/examples/image_features/brisk.jl | 2 +- docs/examples/image_features/freak.jl | 2 +- docs/examples/image_features/hog.jl | 2 +- docs/examples/image_features/orb.jl | 2 +- 5 files changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/examples/image_features/brief.jl b/docs/examples/image_features/brief.jl index f2341315..cec89f96 100644 --- a/docs/examples/image_features/brief.jl +++ b/docs/examples/image_features/brief.jl @@ -81,4 +81,4 @@ grid # `grid` shows the results -save("assets/brief.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file +save("assets/brief.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=1) #src diff --git a/docs/examples/image_features/brisk.jl b/docs/examples/image_features/brisk.jl index 99413e16..0a1ef85b 100644 --- a/docs/examples/image_features/brisk.jl +++ b/docs/examples/image_features/brisk.jl @@ -86,4 +86,4 @@ offset = CartesianIndex(0, size(img1, 2)) map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) grid -save("assets/brisk.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file +save("assets/brisk.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=1) #src diff --git a/docs/examples/image_features/freak.jl b/docs/examples/image_features/freak.jl index bd6cb0a9..2371d475 100644 --- a/docs/examples/image_features/freak.jl +++ b/docs/examples/image_features/freak.jl @@ -73,4 +73,4 @@ offset = CartesianIndex(0, size(img1, 2)) map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) grid -save("assets/freak.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src +save("assets/freak.gif", cat(img, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=1) #src diff --git a/docs/examples/image_features/hog.jl b/docs/examples/image_features/hog.jl index 13597206..32ad84bc 100644 --- a/docs/examples/image_features/hog.jl +++ b/docs/examples/image_features/hog.jl @@ -151,5 +151,5 @@ using FileIO #src img1 = load("assets/humans.jpg") #src img2 = load("assets/boxes.jpg") #src -save("assets/hog.gif", cat(img1[1:342,1:342], img2[1:342,1:342]; dims=3); fps=2) #src +save("assets/hog.gif", cat(img1[1:342,1:342], img2[1:342,1:342]; dims=3); fps=1) #src diff --git a/docs/examples/image_features/orb.jl b/docs/examples/image_features/orb.jl index 76656650..5fe210a7 100644 --- a/docs/examples/image_features/orb.jl +++ b/docs/examples/image_features/orb.jl @@ -71,4 +71,4 @@ offset = CartesianIndex(0, size(img1, 2)) map(m -> draw!(grid, LineSegment(m[1], m[2] + offset)), matches) grid -save("assets/orb.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=2) #src \ No newline at end of file +save("assets/orb.gif", cat(img1, img2, grid[1:512,1:512], grid[1:512,513:1024]; dims=3); fps=1) #src