FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4361855179> ?p ?o ?g. }

• W4361855179 endingPage "10284" @default.
• W4361855179 startingPage "10267" @default.
• W4361855179 abstract "Global channel pruning (GCP) aims to remove a subset of channels (filters) across different layers from a deep model without hurting the performance. Previous works focus on either single task model pruning or simply adapting it to multitask scenario, and still face the following problems when handling multitask pruning: 1) Due to the task mismatch, a well-pruned backbone for classification task focuses on preserving filters that can extract category-sensitive information, causing filters that may be useful for other tasks to be pruned during the backbone pruning stage; 2) For multitask predictions, different filters within or between layers are more closely related and interacted than that for single task prediction, making multitask pruning more difficult. Therefore, aiming at multitask model compression, we propose a Performance-Aware Global Channel Pruning (PAGCP) framework. We first theoretically present the objective for achieving superior GCP, by considering the joint saliency of filters from intra- and inter-layers. Then a sequentially greedy pruning strategy is proposed to optimize the objective, where a performance-aware oracle criterion is developed to evaluate sensitivity of filters to each task and preserve the globally most task-related filters. Experiments on several multitask datasets show that the proposed PAGCP can reduce the FLOPs and parameters by over 60% with minor performance drop, and achieves 1.2x <inline-formula><tex-math notation=LaTeX>$sim$</tex-math></inline-formula> 3.3x acceleration on both cloud and mobile platforms. Our code is available at <uri>http://www.github.com/HankYe/PAGCP.git</uri> ." @default.
• W4361855179 created "2023-04-05" @default.
• W4361855179 creator A5000892367 @default.
• W4361855179 creator A5021220108 @default.
• W4361855179 creator A5029006224 @default.
• W4361855179 creator A5049259107 @default.
• W4361855179 creator A5081737485 @default.
• W4361855179 date "2023-08-01" @default.
• W4361855179 modified "2023-10-15" @default.
• W4361855179 title "Performance-Aware Approximation of Global Channel Pruning for Multitask CNNs" @default.
• W4361855179 cites W125693051 @default.
• W4361855179 cites W2037227137 @default.
• W4361855179 cites W2104408738 @default.
• W4361855179 cites W2108598243 @default.
• W4361855179 cites W2109255472 @default.
• W4361855179 cites W2194775991 @default.
• W4361855179 cites W2233116163 @default.
• W4361855179 cites W2798441115 @default.
• W4361855179 cites W2808168148 @default.
• W4361855179 cites W2883111419 @default.
• W4361855179 cites W2924515500 @default.
• W4361855179 cites W2928560789 @default.
• W4361855179 cites W2959289524 @default.
• W4361855179 cites W2962723643 @default.
• W4361855179 cites W2962851801 @default.
• W4361855179 cites W2962858109 @default.
• W4361855179 cites W2963037989 @default.
• W4361855179 cites W2963145730 @default.
• W4361855179 cites W2963242746 @default.
• W4361855179 cites W2963363373 @default.
• W4361855179 cites W2963430933 @default.
• W4361855179 cites W2963786238 @default.
• W4361855179 cites W2963813458 @default.
• W4361855179 cites W2963877604 @default.
• W4361855179 cites W2964247799 @default.
• W4361855179 cites W2965862774 @default.
• W4361855179 cites W2966671006 @default.
• W4361855179 cites W2987878254 @default.
• W4361855179 cites W2997768846 @default.
• W4361855179 cites W3013118024 @default.
• W4361855179 cites W3014641072 @default.
• W4361855179 cites W3028304412 @default.
• W4361855179 cites W3034251466 @default.
• W4361855179 cites W3034513523 @default.
• W4361855179 cites W3034971973 @default.
• W4361855179 cites W3080091329 @default.
• W4361855179 cites W3097571420 @default.
• W4361855179 cites W3107893198 @default.
• W4361855179 cites W3109212549 @default.
• W4361855179 cites W3166146665 @default.
• W4361855179 cites W3173173537 @default.
• W4361855179 cites W3174700868 @default.
• W4361855179 cites W3180134609 @default.
• W4361855179 cites W3180849877 @default.
• W4361855179 cites W3193895134 @default.
• W4361855179 cites W3208826636 @default.
• W4361855179 cites W639708223 @default.
• W4361855179 doi "https://doi.org/10.1109/tpami.2023.3260903" @default.
• W4361855179 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37030805" @default.
• W4361855179 hasPublicationYear "2023" @default.
• W4361855179 type Work @default.
• W4361855179 citedByCount "2" @default.
• W4361855179 countsByYear W43618551792023 @default.
• W4361855179 crossrefType "journal-article" @default.
• W4361855179 hasAuthorship W4361855179A5000892367 @default.
• W4361855179 hasAuthorship W4361855179A5021220108 @default.
• W4361855179 hasAuthorship W4361855179A5029006224 @default.
• W4361855179 hasAuthorship W4361855179A5049259107 @default.
• W4361855179 hasAuthorship W4361855179A5081737485 @default.
• W4361855179 hasBestOaLocation W43618551792 @default.
• W4361855179 hasConcept C108010975 @default.
• W4361855179 hasConcept C119857082 @default.
• W4361855179 hasConcept C154945302 @default.
• W4361855179 hasConcept C162324750 @default.
• W4361855179 hasConcept C187736073 @default.
• W4361855179 hasConcept C2780451532 @default.
• W4361855179 hasConcept C28006648 @default.
• W4361855179 hasConcept C41008148 @default.
• W4361855179 hasConcept C6557445 @default.
• W4361855179 hasConcept C86803240 @default.
• W4361855179 hasConceptScore W4361855179C108010975 @default.
• W4361855179 hasConceptScore W4361855179C119857082 @default.
• W4361855179 hasConceptScore W4361855179C154945302 @default.
• W4361855179 hasConceptScore W4361855179C162324750 @default.
• W4361855179 hasConceptScore W4361855179C187736073 @default.
• W4361855179 hasConceptScore W4361855179C2780451532 @default.
• W4361855179 hasConceptScore W4361855179C28006648 @default.
• W4361855179 hasConceptScore W4361855179C41008148 @default.
• W4361855179 hasConceptScore W4361855179C6557445 @default.
• W4361855179 hasConceptScore W4361855179C86803240 @default.
• W4361855179 hasFunder F4320309612 @default.
• W4361855179 hasFunder F4320321001 @default.
• W4361855179 hasIssue "8" @default.
• W4361855179 hasLocation W43618551791 @default.
• W4361855179 hasLocation W43618551792 @default.
• W4361855179 hasLocation W43618551793 @default.
• W4361855179 hasOpenAccess W4361855179 @default.
• W4361855179 hasPrimaryLocation W43618551791 @default.

• next