Search Results for author: Vic Ciesielski

Found 3 papers, 0 papers with code

SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS

no code implementations7 Mar 2024 Yameng Peng, Andy Song, Haytham M. Fayek, Vic Ciesielski, Xiaojun Chang

The SWAP-Score is strongly correlated with ground-truth performance across various search spaces and tasks, outperforming 15 existing training-free metrics on NAS-Bench-101/201/301 and TransNAS-Bench-101.

Neural Architecture Search

PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search

no code implementations27 Apr 2022 Yameng Peng, Andy Song, Vic Ciesielski, Haytham M. Fayek, Xiaojun Chang

This often requires a high computational overhead to evaluate a number of candidate networks from the set of all possible networks in the search space during the search.

Neural Architecture Search

A Neural Markovian Multiresolution Image Labeling Algorithm

no code implementations20 Mar 2018 John Mashford, Brad Lane, Vic Ciesielski, Felix Lipkin

This paper describes the results of formally evaluating the MCV (Markov concurrent vision) image labeling algorithm which is a (semi-) hierarchical algorithm commencing with a partition made up of single pixel regions and merging regions or subsets of regions using a Markov random field (MRF) image model.

Image Classification Image Segmentation +1

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