SFA 3D | 3D Object Detection | Perception for Self Driving Cars

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  • Опубликовано: 4 окт 2024
  • Discussing a 3D Object Detection technique, SFA 3D, Super Fast and Accurate 3D Object Detection. The network makes use of a Feature Pyramid Network (FPN), along with different loss functions to generate the predictions.
    Feel free to leave a comment or message me on Twitter/LinkedIn in case of any questions, doubts, suggestions or improvements.
    Twitter: / mahnasakshay
    LinkedIn: / sakshaymahna
    Links
    Dataset: www.kaggle.com...
    Notebook/Code: www.kaggle.com...
    Data Visualization: www.kaggle.com...
    Data Visualization Video: • KITTI 3D Data Visualiz...
    SFA3D GitHub Repository: github.com/mau...
    Feature Pyramid Networks: / understanding-feature-...
    Keypoint Feature Pyramid Network: arxiv.org/pdf/...
    Heat Maps: en.wikipedia.o...
    Focal Loss: / understanding-focal-lo...
    L1 Loss: afteracademy.c...
    Balanced L1 Loss: paperswithcode...
    Learning Rate Decay: / learning-rate-decay-an...
    Cosine Annealing: paperswithcode...

Комментарии • 14

  • @_shikh4r_
    @_shikh4r_ 11 месяцев назад

    Good Job! Please upload more.

  • @pankajkumarsaini517
    @pankajkumarsaini517 2 года назад

    Nice explanation. This makes it easy to understand the model.

  • @kordou
    @kordou 8 месяцев назад

    thank you for this nice course. is there any way to get an efficiency on the test data as a value also in the jupyter notebook ?

  • @stripathi7705
    @stripathi7705 2 года назад

    🔥🔥🔥🔥🔥well explained.

  • @Bullmnl
    @Bullmnl 2 года назад

    thanks! This video help me a lot :)

  • @pankajkumarsaini517
    @pankajkumarsaini517 2 года назад

    Sir, is there any paper or resource related to this SFA3D? Thanks in advance.

    • @RoboticswithSakshay
      @RoboticswithSakshay  2 года назад +1

      The complete model is based on a repository on GitHub. On that repo, they have a document Technical Details. You can have a look at it. Here's the link: github.com/maudzung/SFA3D/blob/master/Technical_details.md

    • @pankajkumarsaini517
      @pankajkumarsaini517 2 года назад +1

      @@RoboticswithSakshay Again thanks Sir.

  • @rammi204
    @rammi204 2 года назад

    Hai sir i want data annotation job and I'm also 2years experienced in data annotations

    • @rammi204
      @rammi204 2 года назад

      I'm following you in LinkedIn

    • @rammi204
      @rammi204 2 года назад

      Please sir help me