MetaShift
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Getting Started: Download MetaShift
Download MetaShift Github Repo
Downlaod Base Dataset: Visual Genome
Understanding
dataset/meta_data/full-candidate-subsets.pkl
Generate the Full MetaShift Dataset
Section 4.2: Evaluating Subpopulation Shifts
Output files (mixed version: for reproducing experiments)
Output files (unmixed version, for other potential uses)
Appendix D: Constructing MetaShift from COCO Dataset
Install COCO Dependencies
COCO Data preparation
Output files (mixed version: for reproducing experiments)
Section 4.1: Evaluating Domain Generalization
Output files (cat vs. dog, unmixed version)
Code for Distribution Shift Experiments
Citation
Preview: Example Images in MetaShift
Presence/Absence of Other Objects
General Contexts (Locations and Weather)
Object Attributes
More Examples of Meta-graphs
Citation
Applications of MetaShift
Application: Evaluating Distribution Shifts
Application: Evaluating Subpopulation Shifts
Application: Accessing Training Conflicts
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MetaShift
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