Rooftop Solar Panel Detection using Deep Learning || Academic Project by Spartificial

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  • เผยแพร่เมื่อ 1 ธ.ค. 2024

ความคิดเห็น • 32

  • @deepanshuchoudhary8178
    @deepanshuchoudhary8178 6 วันที่ผ่านมา

    Sir can we use Faster R-CNN to improve the model
    or some other Algo then CNN?

  • @muhammadahsan8251
    @muhammadahsan8251 ปีที่แล้ว +2

    Thanks for sharing, just wondering how to have access to live geo spatial data? Suppose I want to test my model on live dataset.

    • @rohanshah8129
      @rohanshah8129 8 หลายเดือนก่อน +1

      What exactly do you mean by live here? Data from Google Map API?

    • @Lavender_07_0
      @Lavender_07_0 3 หลายเดือนก่อน

      @@rohanshah8129 yes google maps ... can you tell us how can we do that please?

  • @Anita_Patel-_22
    @Anita_Patel-_22 ปีที่แล้ว +1

    Thank you bro! ✨

  • @vengelson77
    @vengelson77 9 หลายเดือนก่อน +1

    Hello, why do you use StratifiedKFold loop this way? Normally
    you need to reset the model in each iteration of the for-loop.
    Your model is incrementally changed in each iteration, therefore
    it is not using validation data as un-seen data.
    It has been seen in the previous iteration !
    Therefore the measurement of its performance is not correct.
    When you reset the model correctly then you get this result:
    fp= 2
    fn= 491
    tp= 14
    tn= 993
    Also, you have a testing directory with images 1500-2057,
    but no labels for it. Why ?
    Have you ever run the model on really un-seen data in "testing" directory ?

    • @rohanshah8129
      @rohanshah8129 8 หลายเดือนก่อน

      Yes, this is absolutely correct!! @vengelsno77. I should have used build_cnn() within the for loop and not outside!!
      Also, this data from where we have gathered was in this format. There were no test labels provided. If I am not wrong, it was a competition dataset as it also had submission.csv in the main dataset.

  • @pynergy
    @pynergy ปีที่แล้ว +2

    Hello! excellent tutorial. I did not find the dataset of images in the link, can you please make it available? thank you

    • @pynergy
      @pynergy ปีที่แล้ว +1

      Sorry, I already found hehehe. Thank you

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว

      Thank you 💯

  • @Kaifrockstar-od1nj
    @Kaifrockstar-od1nj 2 หลายเดือนก่อน

    Can you provide the reference paper/conference paper/journal paper for it

    • @Spartificial
      @Spartificial  หลายเดือนก่อน

      Paper for the solar panel detection using ML?

  • @inssafajana2306
    @inssafajana2306 ปีที่แล้ว +1

    Thanks for this video, would you please give us the dataset link ?

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว

      I have changed the link in the notebook. Please Check it again. Thanks for pointing it out.

  • @shobhakumari3606
    @shobhakumari3606 8 หลายเดือนก่อน

    I did not find the dataset of images

    • @rohanshah8129
      @rohanshah8129 8 หลายเดือนก่อน

      It is mentioned in the notebook itself.
      drive.google.com/drive/folders/1Pe887pD6DP0nsqq0G1BdoMNExDvBoSp9

  • @nicolashoffmann8805
    @nicolashoffmann8805 ปีที่แล้ว +1

    Could you reupload the dataset ? Anyway nice Video it helped me a lot !

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว +2

      It is done @nicolashoffmann8805

  • @LhrProduction-fd5gj
    @LhrProduction-fd5gj หลายเดือนก่อน

    dataset is not available, please modify the google drive link, thanks

    • @Spartificial
      @Spartificial  หลายเดือนก่อน

      I've cross checked it, the data link is working fine. Please reach out to us on Instagram if you are unable to download the dataset (@spartifical_ is our insta handle)

    • @LhrProduction-fd5gj
      @LhrProduction-fd5gj หลายเดือนก่อน

      @@Spartificial thank you so much for your kind reply sir,

    • @LhrProduction-fd5gj
      @LhrProduction-fd5gj หลายเดือนก่อน

      @@Spartificial i am going to apply transfer learning on this dataset, can you share the paper of this task?

  • @chatheriyanthangaraju2372
    @chatheriyanthangaraju2372 ปีที่แล้ว +1

    The drive link is not working its 404

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว

      I have changed the link in the notebook. Please Check it again. Thanks for pointing it out.

  • @Go-With-Me123
    @Go-With-Me123 4 หลายเดือนก่อน

    Can you please provide a link of colab

    • @Spartificial
      @Spartificial  3 หลายเดือนก่อน

      github.com/Spartificial/yt-acad-projs/blob/main/rspd-1222.ipynb

  • @manarelkihel-h9b
    @manarelkihel-h9b ปีที่แล้ว +1

    the data not clear

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว

      As in you didn't understand the data or the quality is not good?

    • @manarelkihel-h9b
      @manarelkihel-h9b ปีที่แล้ว

      @@rohanshah8129 no its just the link of the data dont work for me

    • @rohanshah8129
      @rohanshah8129 ปีที่แล้ว

      I have changed the link in the notebook. Please Check it again. Thanks for pointing it out.