Questions tagged [noise]

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How to remove noise using morphological filtering

I have two groups of dots that both contain noise between them: The line that separates the two groups in the picture is diagonal in shape. I tried to use morphological filtering on this image to ...
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184 views

Training deep CNN with noisy dataset

I am training a Mask RCNN model with a train dataset that has been generated from some simple computer vision operations (color thresholding) and some morphological filtering. The train set captures ...
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0answers
84 views

Rprop is too noisy

Is there a way to reduce the noisiness and stochasticity of Rprop (and for that matter the iRprop+)? Specifically, in deep networks (with 8+ layers) this effect starts to become apparent, as the ...
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0answers
46 views

Model Tree M5 - Robustness to Data Quality Issues

I am currently investigating the M5 tree algorithm by Quinlan(1992) link here: https://sci2s.ugr.es/keel/pdf/algorithm/congreso/1992-Quinlan-AI.pdf An example of a linear regression model of the ...
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0answers
19 views

Denoising Prior to Image Classification

From what I have read, Denoising during preprocessing for image classification tasks seems to be a bit controversial. While on one hand it might improve classification accuracy, the computational ...
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23 views

Classification Algorithms For Noisy Problems

Dear fellow data scientists I work in finance and have decent experience with neuronal networks. Right now I am facing a challenge where I need to classify a set of signals. The data set looks ...
1
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1answer
169 views

Noise Elimination with majority vote filtering

I have a dataset with label noise which I wan't to clean with majority/consensus vote filtering. This will mean I will divide the data in K-Folds and train an ensemble model. Than using the ...
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0answers
18 views

Isolated/noisy instances that have outsized effect on SVM hyperplane selection

Consider two linearly separable classes and the optimal separating hyperplane (image credit Prof Jiawei Han of UIUC): Now consider if there were a single "rogue" point for the Yellow class - which ...
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0answers
228 views

Rain radar image noise reduction and cleanup

An application that I am building is plotting rain radar images on map. The images are transparent PNGs that are sourced straight from the local meteorological service. As can be seen in the example, ...
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0answers
9 views

Deep learning model for very sparse object detection in noisy images

I am trying to build a model that takes in very noisy 200x200 greyscale images of spatially sparse objects and attempts to localise them with bounding boxes. The objects are very thin streaks (data of ...
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0answers
12 views

Is adding noise the same as differential privacy?

I think I am getting confused about the difference to just add noise, and differential privacy. I am trying to implement differential privacy according to this research paper: https://ieeexplore.ieee....
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0answers
3 views

Timeserieses Xi are noisy, and the noise depends on a timeseries Y. How do I remove that noise, to smooth the timeserieses Xi?

The noises in my timeserieses Xi are highly correlated on the timeseries Y. How would you approach the problem of removing that noise? Ideally I would like all the Xi curves to be smooth, as well as ...
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0answers
19 views

Finding clusters of 3D points where not all the points belong to a cluster

In my research, I'm trying to find clusters of brain activity, like in the following image: Where the red dots represent the origin of the activity (where the green pole is the direction). So ...
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1answer
2k views

what is correct way to perform normalization on data in Auto encoder?

working on anomaly detection problem. i'm using auto-encoder to denoise given input. I trained network with normal data(anomaly free). so model predict normal state of given input. Normalization of ...
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1answer
1k views

How to create a complex Gaussian random noise with a specific covariance matrix

I am trying to generate a complex Gaussian white noise, with zero mean and the covariance matrix of them is going to be a specific matrix which is assumed to be given. Assume i to be a point on the ...
0
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1answer
58 views

Reducing noisy data from non normal distribution of data with std deviation?

I have used MATLAB code and get the two different row vectors A=1×18 and B=1×350. From both row vectors separately I need to remove the noisy data by using standard deviation. But the problem is that ...