aicenter / GroupAD.jl

Generative Anomaly Detection for Multiple Instance Learning problems.

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SMM + update to Julia 1.7.3 #16

Closed masenka31 closed 2 years ago

masenka31 commented 2 years ago

Upgrade for MIL for now. Everything updated to Julia 1.7.3 and tested to be running (at least on MIL).

Models

Added SMM models and kNN on bags.

SMM + SMMC empirical
SMM + SMMC based on Chamfer distance, MMD (not to be used right now)
bagkNN based on Chamfer distance, MMD (not to be used right now)

Updated loss for Neural Statistician and PoolModel to force using minibatches.

Scripts details

there is a slight problem with Julia and loading packages before activating environments with DrWatson -> added julia --project to all .sh scripts
changed results path for a better structure and (hopefully) evaluation -> everything should be now saved to experiments/contamination/MIL/model etc.

Data

Added loading of LHCO2020 R&D dataset. TBD for scripts etc.