5 datasets found
  1. WM811k Silicon Wafer Map Dataset Image

    • kaggle.com
    zip
    Updated Dec 20, 2024
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    Muhammad Junayed (2024). WM811k Silicon Wafer Map Dataset Image [Dataset]. https://www.kaggle.com/datasets/muhammedjunayed/wm811k-silicon-wafer-map-dataset-image
    Explore at:
    zip(1006403 bytes)Available download formats
    Dataset updated
    Dec 20, 2024
    Authors
    Muhammad Junayed
    License

    Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
    License information was derived automatically

    Description

    This dataset contains a subset of the WM811k Silicon Wafer Map Dataset originally taken from http://mirlab.org/dataSet/public/, designed for defect classification in semiconductor manufacturing. The dataset is organized into nine defect categories and is complemented by a MATLAB implementation of a Convolutional Neural Network (CNN) for defect recognition.

    It supports research on identifying and classifying manufacturing defects in silicon wafers. The dataset is part of the research presented in the paper: Enhancing Defect Recognition: Convolutional Neural Networks for Silicon Wafer Map Analysis

    📄 Read the Paper on IEEE Xplore DOI: 10.1109/ICAEEE62219.2024.10561853

    Key Features Defect Categories: Center, Donut, Edge Local, Edge Ring, Local, Near Full, None, Random, Scratch.

    Image Format: 32x32 pixels .png images.

    Total Images: 902 (sampled subset of WM811k).

  2. WM-811k Augmented&Preprossed

    • kaggle.com
    zip
    Updated Mar 14, 2024
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    NithinBandi (2024). WM-811k Augmented&Preprossed [Dataset]. https://www.kaggle.com/datasets/nithinbandi/wm-811k-augmented-and-preprossed
    Explore at:
    zip(324290612 bytes)Available download formats
    Dataset updated
    Mar 14, 2024
    Authors
    NithinBandi
    License

    MIT Licensehttps://opensource.org/licenses/MIT
    License information was derived automatically

    Description

    Original Datset : http://mirlab.org/dataset/public/

    https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F17663268%2F04d76e0ccd2932bd49d35efbbdd5ecac%2Fdownload.jpeg?generation=1710476490893730&alt=media" alt="">

  3. i

    Synthesized Multi-GFA Multi-bin Wafer Bin Map Dataset

    • ieee-dataport.org
    Updated Apr 21, 2022
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    Dong Ni (2022). Synthesized Multi-GFA Multi-bin Wafer Bin Map Dataset [Dataset]. https://ieee-dataport.org/documents/synthesized-multi-gfa-multi-bin-wafer-bin-map-dataset
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    Dataset updated
    Apr 21, 2022
    Authors
    Dong Ni
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset contains 1050 multi-pattern multi-bin wafer bin maps (WBMs) synthesized from WM-811K binary WBM dataset and real world multi-bin WBMs using a trained pix2pix model.

  4. wm811k-wafer-map-images

    • kaggle.com
    zip
    Updated Jul 5, 2020
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    Rajan Jha (2020). wm811k-wafer-map-images [Dataset]. https://www.kaggle.com/iamrajanjha/wm811kwafermapimages
    Explore at:
    zip(1141460846 bytes)Available download formats
    Dataset updated
    Jul 5, 2020
    Authors
    Rajan Jha
    Description

    Dataset

    This dataset was created by Rajan Jha

    Contents

  5. WM811K without 'none' and '[0 0]'

    • kaggle.com
    zip
    Updated Sep 18, 2023
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    NewerZeus (2023). WM811K without 'none' and '[0 0]' [Dataset]. https://www.kaggle.com/datasets/newerzeus/wm811k-without-none-and-0-0
    Explore at:
    zip(209813078 bytes)Available download formats
    Dataset updated
    Sep 18, 2023
    Authors
    NewerZeus
    Description

    Dataset

    This dataset was created by NewerZeus

    Contents

  6. Not seeing a result you expected?
    Learn how you can add new datasets to our index.

Share
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Click to copy link
Link copied
Close
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Muhammad Junayed (2024). WM811k Silicon Wafer Map Dataset Image [Dataset]. https://www.kaggle.com/datasets/muhammedjunayed/wm811k-silicon-wafer-map-dataset-image
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WM811k Silicon Wafer Map Dataset Image

WM811k Silicon Wafer Map Dataset with Defect Detection

Explore at:
zip(1006403 bytes)Available download formats
Dataset updated
Dec 20, 2024
Authors
Muhammad Junayed
License

Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically

Description

This dataset contains a subset of the WM811k Silicon Wafer Map Dataset originally taken from http://mirlab.org/dataSet/public/, designed for defect classification in semiconductor manufacturing. The dataset is organized into nine defect categories and is complemented by a MATLAB implementation of a Convolutional Neural Network (CNN) for defect recognition.

It supports research on identifying and classifying manufacturing defects in silicon wafers. The dataset is part of the research presented in the paper: Enhancing Defect Recognition: Convolutional Neural Networks for Silicon Wafer Map Analysis

📄 Read the Paper on IEEE Xplore DOI: 10.1109/ICAEEE62219.2024.10561853

Key Features Defect Categories: Center, Donut, Edge Local, Edge Ring, Local, Near Full, None, Random, Scratch.

Image Format: 32x32 pixels .png images.

Total Images: 902 (sampled subset of WM811k).

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