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SupplementaryMaterialsforthePaper" Towards Free DataSelectionwithGeneral-PurposeModels " AnonymousAuthor(s) Affiliation Address email
The detailed spectral clustering9 algorithm is shown in Alg. 1. This spectral clustering algorithm should be inserted into line 7 of10 Alg.1inourmainpaper.11 Interestingly, these two feature clustering strategies lead to similar data16 selection performance on PASCALVOC [7] object detection task. In this part, we pay attention to the effect of pretraining on the final performance of FreeSel. Randaugment: Practical automated data124 augmentation with areduced search space.
051928341be67dcba03f0e04104d9047-Paper.pdf
The flow approach may be unsuited to data that do not populate the full ambient data space they natively reside in, but are restricted to a lower-dimensional manifold [7]. Normalizing flows are by construction not able to represent such a structure exactly, instead they learn a smeared-out version with support offthedata manifold.