Questions tagged [mean-shift]

At the high level, we can specify Mean Shift as follows :

  1. Fix a window around each data point.
  2. Compute the mean of data within the window.
  3. Shift the window to the mean and repeat till convergence.

Read THIS LINK for more

54 questions
1
vote
0 answers

object detection and tracking

I have a function to detect an object held by a person but it is slow. top_left_x, top_left_y, bottom_right_x, bottom_right_y = self.segment_image(depth_image_raw,cv_image) I would like to do tracking for couple of frames in between to speed up the…
user4543816
  • 87
  • 2
  • 9
1
vote
1 answer

Generating high dimensional datasets with Scikit-Learn

I am working with the Mean Shift clustering algorithm, which is based on the kernel density estimate of a dataset. I would like to generate a large, high dimensional dataset and I thought the Scikit-Learn function make_blobs would be suitable. But…
danielvdende
  • 690
  • 9
  • 23
0
votes
0 answers

How to estimate and plot the cost values of PELT Algorithm

I'm using the PELT Algorithm provided in the Ruptures Package for change point detection (i.e. mean-shifts) in a timeseries signal. https://centre-borelli.github.io/ruptures-docs/ I'm able to successfully apply it to detect the mean-shifts in my…
EnigmAI
  • 157
  • 1
  • 9
0
votes
0 answers

not producing right output in mean_shift algorithm and performing segmentation for the image

I have a problem like I have to implement shift algorithm and perform the segmentation for the image. here is vegetable image I have to use a suitable bandwidth such that the vegetables look as seprated as can. I used manually sklearn…
0
votes
0 answers

MeanShift Using RGB and Location poor results

Hej! I try to make segmentation with Meanshift from scikit and want to use RGB and X and Y as feature (so the feature vector has the shape [N-pixels,5]). Of course you have to play a bit with the bandswith and so on, but I noticed I have to increase…
0
votes
0 answers

Python Camshift algorithm without opencv

so I have my last assignment and I have to implement Camshift algorithm, without using the in built function from opencv library. I have looked everywhere and I cannot find any code, where that would already be solved. Every single person…
0
votes
0 answers

Meanshift: distance from cluster centroid

I am trying to get the distance of all member data points in a cluster from that cluster centroid in meanshift clustering. Like in kmeans gives the distance via transform() method but unfortunately I am having trouble finding any such for meanshift.
Lp81194
  • 79
  • 1
  • 1
  • 10
0
votes
1 answer

Color of the center of the clusters do not match with the color of its data points

I have a working example of Mean Shift clustering using Pandas and Sci-kit learn. I am new to Python so I think I am missing something basic here. Here is my working code: import pandas as pd import matplotlib.pyplot as plt import numpy as np from…
Sam
  • 161
  • 1
  • 9
0
votes
1 answer

What distance measure does centroid based meanshift algorithm uses for clustering?

I have a sparse TruncatedSVD matrices with 810 * 74 dimensions. I am trying to cluster with centroid-based MeanShift algorithm using sklearn api. However, I could not find information about the distance measure that meanshift uses by default…
0
votes
0 answers

Scikit Learn for clustering mixed data (numeric & categorical)

Can someone please help modify the working example below to create clusters from the shared data? The example uses Mean Shift clustering from Scikit-Learn to identify patches of similar/co-located plant species in an agronomical facility. Similar…
0
votes
0 answers

Problems with initializing CamShift algorithm

I use matlab to implement a tracker using cam shift. I need to implement it myself hence I'm not using the built in method. I let the user choose the object to track and after the first iteration the convergence makes it start tracking a different…
Noam Mansur
  • 352
  • 1
  • 2
  • 10
0
votes
1 answer

What does the color window radius in pyrMeanShiftFiltering mean?

My understanding of a RGB color vector is that it has 3 components like [100, 100, 100]. However, from the documentation, the argument sr – The color window radius in the Python function cv2.pyrMeanShiftFiltering(src, sp, sr[, dst[, maxLevel[,…
0
votes
1 answer

mean shift algorithm for clustering user defined data consisting 3-4 features

I want to do cluster the data which consists of object names, x_coordinate, y_coordinate and corresponding temperature. Trying mean square clustering algorithm for clustering the nearby object according to location and the nearby temperature i.e.…
0
votes
0 answers

MeanShift Clustering from csv file

I have an csv file called age-average. It has 4 column userId,average,age,count. I want to take average and age to cluster my users. Here is my code: import csv import pandas as pd import numpy as np from sklearn.cluster import MeanShift import…
berkt
  • 99
  • 1
  • 8
0
votes
1 answer

Mean-Shift sklearn K function

I was trying to read the documentation on sklearn's MeanShift and saw this formula: What is the K function? I couldn't find it on that page.
Cartesian Theater
  • 1,920
  • 2
  • 29
  • 49