image-drift-monitoring

Measuring Data Drift of Image Data for CV Models

Utilizing:

• whylogs (https://github.com/whylabs/whylogs)
• alibi-detect (https://github.com/SeldonIO/alibi-detect)

Inpired by:

• Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift (https://arxiv.org/pdf/1810.11953.pdf)
• WILDS: A Benchmark of in-the-Wild Distribution Shifts (https://wilds.stanford.edu/)
• many more