replaced-slab-detection

Fall 2021 - Spring 2022 Project on Replaced Slab Detection

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Instructions:

1. (Optional) Download GDOT and UCPRC Data (further instructions found in GDOT and UCPRC folders)
   1. GDOT: https://gatech.box.com/s/zi4tqj1ttjim7abt8tkxsqr8uo3nyc5z
   2. UCPRC: https://gatech.box.com/s/o92vej8sd2uhmxoems58ijf4tu2oqsbz
2. (Optional) for raw LCMS range/intensity images, follow instructions for running crop-slab.ipynb in the GDOT folder
3. Run Processing.ipynb for GDOT and UCPRC data in respective Feature Extraction folders; or use existing CSV files
4. Run Models.ipynb on CSV files for respective GDOT and UCPRC datasets

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CSV formats:

• master_df: slab label/filepath and ground truth
• length_df/length_df_2: length data for each slab, either collected using processing code or gathered from UCPRC data
• lbp_<config>/lbp_<config>_10: LBP data for each configuration, either using the maximum number of bins or 10 bins
  • for ror LBP, bins with zero values are culled
• color_<bin count> / smoothed_<bin count>: grayscale intensity histogram values with the specified number of bins. smoothed corresponds to grayscale intensity distribution on Gaussian blurred images