200 - Image classification using gray-level co-occurrence matrix (GLCM) features and LGBM classifier

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  • Опубліковано 7 січ 2025
  • Code generated in the video can be downloaded from here:
    github.com/bns...
    Reference:
    scikit-image.o...

КОМЕНТАРІ • 64

  • @sarveshbhandary8985
    @sarveshbhandary8985 2 роки тому +2

    I was wasting all my time looking this up elsewhere and all I had to do was watch this one video!
    Thank you very much, this was really helpful!

  • @blabean
    @blabean 3 роки тому

    hello, I am a master course student in Korea. Thank you for nice course, I learned so much :)

  • @akashrprame
    @akashrprame 3 роки тому +4

    Great content! I was in the dark for a while about how to use methods other than Deep Learning for image classification and this is really a great introduction to some of the concepts that are rarely found in recent literature.
    How effective do you think these methods will be for a defect classification problem where both the classes have a considerable overlap?

  • @Sora-bo2rl
    @Sora-bo2rl 5 місяців тому

    Trying to classified cloud types, using this is very effective thank you!

  • @himomhey3437
    @himomhey3437 3 роки тому +1

    Great content! Very understandable especially for me as a beginner who is interested in image classification.
    In 17:49 , what does the "0" in the index column mean?

  • @maheshpatel2005
    @maheshpatel2005 3 роки тому

    Thank you very much for unique 200 videos.. thanks a lot..

  • @venkatesanr9455
    @venkatesanr9455 3 роки тому +1

    Hi Sreeni sir, Awesome explanation as usual, and waiting for the next video.

  • @heenagirdher6443
    @heenagirdher6443 2 роки тому +1

    Thank you so much Sir for these videos. Please create videos on other feature extraction methods also like LBP, LPQ etc.

  • @XX-vu5jo
    @XX-vu5jo 3 роки тому +1

    Still waiting for your dataset building for Unet models hope you can provide us with one. It can help us a lot more in understanding most of your recent videos. Thank you my friend. Keep it up.

  • @efremyohannes2334
    @efremyohannes2334 3 роки тому

    Your videos are awesome and easily understandable keep on brother!!!

  • @abdaldaher991
    @abdaldaher991 2 роки тому

    Hi Sreeni, this is really helpful. thank you,but i got this Massage and i should fix it, "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead"
    i tried to use "pd.concat " but i got this error :TypeError: cannot concatenate object of type ''; only Series and DataFrame objs are valid .I would ask you please how to fix it up?

  • @crazycomer2991
    @crazycomer2991 2 роки тому

    too many indices for array: array is 2-dimensional, but 3 were indexed... how to rectify this error sir?

  • @vishweshsingh2555
    @vishweshsingh2555 2 роки тому

    sir i'm undergrad student just need a help from you . Actually i'm workin on malware analysis and after the progress i have to extract the features of grey scale images which is having malware hidden in it as well as clean . using cnn or any other methodogy can it be done ? suggest some ways so that i could extract the feature and classify

  • @milindlande833
    @milindlande833 3 роки тому

    plz help me which is current classifer are used in CBIR model for better performance...

  • @tugbamuhliseokyay9993
    @tugbamuhliseokyay9993 23 дні тому

    GLCM can be used to track a larvae?

  • @sophiez7952
    @sophiez7952 Рік тому

    I have a question, you mentioned that size of 35*35, whether 35 means pixels? 35 pixels * 35 pixels! your video is really great! I love it very much!thanks!

  • @sergiomorellmonzo1780
    @sergiomorellmonzo1780 2 роки тому

    In the video you say that it is not recommended to use GLCM for semantic sermentation. But this method is widely used in remote sensing even though it is computationally demanding. However, GLCM statistics are usually calculated from a moving window (usually kernel, 3x3, 5x5, 7x7). I spent some time trying to write a function to calculate GLCM-based texture statistics from a moving window. The goal is to create a texture image (eg dissimilarity) with the same shape (x,y) as the original input image. The dissimilarity value for each image pixel is calculated from the GLCM in a neighborhood (3x3, 5x5, ...). I relied on your code but I'm having some trouble getting my code to work. Would it be possible to contact you to solve it? I think it could be interesting material for the channel.

  • @bryanandujar3683
    @bryanandujar3683 3 роки тому

    why do we need 5 GLCM extraction? Can I just use 1 with distance of 1 and angle of 0 ?

  • @gustavojuantorena
    @gustavojuantorena 3 роки тому

    Congratulation for the video number 200 :)

    • @vikasml7500
      @vikasml7500 3 роки тому +1

      Sir you are saving life for many researchers like us .
      Thank you so much 🥰

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому

      🎉

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому +3

      That is my goal, to help researchers so you can graduate fast and help society :)

  • @客家饒舌執牛耳
    @客家饒舌執牛耳 2 роки тому

    Dang , this is super helpful . Thankyou SIr

  • @imankh3709
    @imankh3709 Рік тому

    Hi,thank you very much for you video . this is really helpful . Please i have an error in test_prediction=le.inverse_transform(test_prediction).It says that y sould be a 1d array , got an array of shape () instead . How can i fix it ? Thank yoy very much

  • @Sandykrang
    @Sandykrang 3 роки тому

    Hi sir, I am research student .I need to detect spatio temporal tampering in video data with localization of tampered region. can you provide me the best feature selection technique for the the sake of finding the temporal relationship among the frames.

  • @saivarun7298
    @saivarun7298 2 роки тому

    Sir what about haralick texture features. How to import and use them?

  • @angonabiswas4664
    @angonabiswas4664 3 роки тому

    Sir, I follow the instructions but there is an error. NameError: name 'img' is not defined. but 'img' is already defined. how can I remove this?

  • @stacymaimoon4189
    @stacymaimoon4189 2 роки тому

    Hi Sreeni, this is really helpful. I wonder, do you know a method to recognize (background) landscapes on images just like face recognition or something similar? Would be extremely interesting to me! TIA.

  •  2 роки тому

    I'm getting a TypeError: graycomatrix() missing 1 required positional argument: 'angles' for the following line: a = graycomatrix(GLCM, 'energy')[0,0]
    Any ideas what could be causing the error? Thanks.

    •  2 роки тому

      Because I typed graycomatrix instead of graycoprops. It's fine.

  • @umairsabir3519
    @umairsabir3519 3 роки тому

    Hey Sreeni, thx for this wonderful topic. Is there any possibility of finding the anomalous part in the image and segment it using GLCM?
    Also can you please make a video on ANOGAN for unsupervised anomaly detection to find the anomalous part within an image?

  • @KashifShaheed
    @KashifShaheed 3 роки тому

    Thank you Sir for such Great Content! After running the code for the binary classification problem.
    I got this error
    AxisError: axis 1 is out of bounds for array of dimension 1
    When I try to predict on test data to print the accuracy of the model. Sir, Could you please figure out why I got this error?

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому +1

      You have an array with dimension 1, as the error mentioned. This means the only axis it has is 0 and you seem to be calling axis 1.

    • @KashifShaheed
      @KashifShaheed 3 роки тому +1

      @@DigitalSreeni Run successfully. Thank You. Sir.Appreciated.

  • @kibruyesfamesele3087
    @kibruyesfamesele3087 2 роки тому

    it is help full tutorial, thanks for your presentation how to apply #50 iterations. Increase iterations for small learning rates for SVM on this code?

  • @snm3592
    @snm3592 3 роки тому

    hello...can you share about using GLCM in R for UAV/drone image?

  • @sophiez7952
    @sophiez7952 Рік тому

    IN THIS video, you apply jpg, but I am applying TIF, is it okay ? tif is object!maybe I have to change the codes?

  • @masbro1901
    @masbro1901 3 роки тому

    may i ask, whats the different this GLCM with Deep Neural Network specially Convolution Neural Network which they claim they can beat human accuracy.

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому

      Think of GLCM as just one feature metric (texture) that you are using to classify images. Deep neural networks use a million feature metrics. Therefore, if you have enough data to train these million parameters then you can build a network that is highly accurate. But no machine (network) beats human accuracy, it is just that humans are good at small data and machines are efficient when it comes to large amount of data.

    • @masbro1901
      @masbro1901 3 роки тому

      @@DigitalSreeni wow, i'm mind blow away, many many thanks.

  • @milindvadagave
    @milindvadagave 3 роки тому

    After running this code I face this error
    ValueError: Float images are not supported by greycomatrix. Convert the image to an unsigned integer type.

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому

      As the error suggests, apparently it cannot handle float images, convert your numpy array from float to uint8.

  • @aditiarora2128
    @aditiarora2128 2 роки тому

    sir plz make explanation vedio on Binarized statistical Image features

  • @PEEYUSHKP
    @PEEYUSHKP 2 роки тому

    Can you make a video where the features extracted using Gabor along with GLCM is used for image classification. When I tried the above mentioned method of combining Gabor and GLCM I am getting few errors. So kindly make a video on this topic sir.

    • @DigitalSreeni
      @DigitalSreeni  2 роки тому

      If you have Gabor I do not see a need for GLCM. Just generate many Gabor filters and feature rank them to find the ones that work for your images.

    • @PEEYUSHKP
      @PEEYUSHKP 2 роки тому

      @@DigitalSreeni Is there any tutorial on feature ranking sir. Is it done using Burota which you have shown in one video.

    • @PEEYUSHKP
      @PEEYUSHKP 2 роки тому

      @@DigitalSreeni Thank you very much for your fast response sir.

    • @DigitalSreeni
      @DigitalSreeni  2 роки тому +1

      Yes, I did a video on Boruta for feature ranking.

  • @JAIRAM-hg8en
    @JAIRAM-hg8en 3 роки тому

    Hi sir, i m unable to install keras at anaconda, pls help me sir..

  • @dipkumarsaha6332
    @dipkumarsaha6332 2 роки тому

    Can You Please share all images dataset?

  • @JAIRAM-hg8en
    @JAIRAM-hg8en 3 роки тому

    Hi sir, can u pls give a video about contrast stretching

  • @tarekmohamad6695
    @tarekmohamad6695 Рік тому

    where is the dataset please

  • @ThrowballFederationOfIndia
    @ThrowballFederationOfIndia 5 місяців тому

    Excellent one

  • @bhavyagowda2462
    @bhavyagowda2462 3 роки тому

    Sir, What is difference between jpg and tiff images?

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому

      Here is what I found on quick search and it summarizes the core difference very well. www.widen.com/blog/whats-the-difference-between-png-jpeg-gif-and-tiff

  • @nguyenquocthai5564
    @nguyenquocthai5564 3 роки тому

    best tutorial ever

  • @tanveeraslam8245
    @tanveeraslam8245 3 роки тому

    great sir please guide me how i link your programming team tanks

    • @DigitalSreeni
      @DigitalSreeni  3 роки тому

      Please link to my channel, that would be great. ua-cam.com/channels/34rW-HtPJulxr5wp2Xa04w.html

  • @megharaigond123
    @megharaigond123 2 роки тому

    Great video

  • @r.walid2323
    @r.walid2323 11 місяців тому

    Thank you

  • @iambatman4030
    @iambatman4030 2 роки тому

    Thank you!!

  • @anarkaliprabhakar6640
    @anarkaliprabhakar6640 Рік тому

    Too Good

  • @vishweshsingh2555
    @vishweshsingh2555 2 роки тому

    how may i contact you sir... i have given a request on linkedn