Matches in SemOpenAlex for { <https://semopenalex.org/work/W2914012786> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W2914012786 abstract "Channel pruning has been identified as an effective approach to constructing efficient network structures. Its typical pipeline requires iterative pruning and fine-tuning. In this work, we propose a novel single-shot channel pruning approach based on alternating direction methods of multipliers (ADMM), which can eliminate the need for complex iterative pruning and fine-tuning procedure and achieve a target compression ratio with only one run of pruning and fine-tuning. To the best of our knowledge, this is the first study of single-shot channel pruning. The proposed method introduces filter-level sparsity during training and can achieve competitive performance with a simple heuristic pruning criterion (L1-norm). Extensive evaluations have been conducted with various widely-used benchmark architectures and image datasets for object classification purpose. The experimental results on classification accuracy show that the proposed method can outperform state-of-the-art network pruning works under various scenarios." @default.
- W2914012786 created "2019-02-21" @default.
- W2914012786 creator A5004343457 @default.
- W2914012786 creator A5013555971 @default.
- W2914012786 creator A5072730926 @default.
- W2914012786 creator A5076702481 @default.
- W2914012786 date "2019-02-17" @default.
- W2914012786 modified "2023-10-16" @default.
- W2914012786 title "Single-shot Channel Pruning Based on Alternating Direction Method of Multipliers" @default.
- W2914012786 cites W2112796928 @default.
- W2914012786 cites W2123469553 @default.
- W2914012786 cites W2163605009 @default.
- W2914012786 cites W2164278908 @default.
- W2914012786 cites W2515385951 @default.
- W2914012786 cites W2604319603 @default.
- W2914012786 cites W2707890836 @default.
- W2914012786 cites W2766447205 @default.
- W2914012786 cites W2784097471 @default.
- W2914012786 cites W2785856116 @default.
- W2914012786 cites W2786791912 @default.
- W2914012786 cites W2798170643 @default.
- W2914012786 cites W2893749619 @default.
- W2914012786 cites W2894740066 @default.
- W2914012786 cites W2897824775 @default.
- W2914012786 cites W2963073614 @default.
- W2914012786 cites W2963150697 @default.
- W2914012786 cites W2963363373 @default.
- W2914012786 cites W2963674932 @default.
- W2914012786 cites W2964233199 @default.
- W2914012786 cites W2964255836 @default.
- W2914012786 cites W3118608800 @default.
- W2914012786 doi "https://doi.org/10.48550/arxiv.1902.06382" @default.
- W2914012786 hasPublicationYear "2019" @default.
- W2914012786 type Work @default.
- W2914012786 sameAs 2914012786 @default.
- W2914012786 citedByCount "1" @default.
- W2914012786 countsByYear W29140127862020 @default.
- W2914012786 crossrefType "posted-content" @default.
- W2914012786 hasAuthorship W2914012786A5004343457 @default.
- W2914012786 hasAuthorship W2914012786A5013555971 @default.
- W2914012786 hasAuthorship W2914012786A5072730926 @default.
- W2914012786 hasAuthorship W2914012786A5076702481 @default.
- W2914012786 hasBestOaLocation W29140127861 @default.
- W2914012786 hasConcept C108010975 @default.
- W2914012786 hasConcept C11413529 @default.
- W2914012786 hasConcept C127162648 @default.
- W2914012786 hasConcept C13280743 @default.
- W2914012786 hasConcept C153180895 @default.
- W2914012786 hasConcept C154945302 @default.
- W2914012786 hasConcept C173801870 @default.
- W2914012786 hasConcept C185798385 @default.
- W2914012786 hasConcept C199360897 @default.
- W2914012786 hasConcept C205649164 @default.
- W2914012786 hasConcept C31258907 @default.
- W2914012786 hasConcept C41008148 @default.
- W2914012786 hasConcept C43521106 @default.
- W2914012786 hasConcept C6557445 @default.
- W2914012786 hasConcept C86803240 @default.
- W2914012786 hasConceptScore W2914012786C108010975 @default.
- W2914012786 hasConceptScore W2914012786C11413529 @default.
- W2914012786 hasConceptScore W2914012786C127162648 @default.
- W2914012786 hasConceptScore W2914012786C13280743 @default.
- W2914012786 hasConceptScore W2914012786C153180895 @default.
- W2914012786 hasConceptScore W2914012786C154945302 @default.
- W2914012786 hasConceptScore W2914012786C173801870 @default.
- W2914012786 hasConceptScore W2914012786C185798385 @default.
- W2914012786 hasConceptScore W2914012786C199360897 @default.
- W2914012786 hasConceptScore W2914012786C205649164 @default.
- W2914012786 hasConceptScore W2914012786C31258907 @default.
- W2914012786 hasConceptScore W2914012786C41008148 @default.
- W2914012786 hasConceptScore W2914012786C43521106 @default.
- W2914012786 hasConceptScore W2914012786C6557445 @default.
- W2914012786 hasConceptScore W2914012786C86803240 @default.
- W2914012786 hasLocation W29140127861 @default.
- W2914012786 hasOpenAccess W2914012786 @default.
- W2914012786 hasPrimaryLocation W29140127861 @default.
- W2914012786 hasRelatedWork W112744582 @default.
- W2914012786 hasRelatedWork W1485630101 @default.
- W2914012786 hasRelatedWork W2051963567 @default.
- W2914012786 hasRelatedWork W2070338563 @default.
- W2914012786 hasRelatedWork W2377125738 @default.
- W2914012786 hasRelatedWork W2498017833 @default.
- W2914012786 hasRelatedWork W2927393429 @default.
- W2914012786 hasRelatedWork W3080996694 @default.
- W2914012786 hasRelatedWork W3132095740 @default.
- W2914012786 hasRelatedWork W3157083359 @default.
- W2914012786 isParatext "false" @default.
- W2914012786 isRetracted "false" @default.
- W2914012786 magId "2914012786" @default.
- W2914012786 workType "article" @default.