Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310281021> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4310281021 abstract "Object trackers deployed on low-power devices need to be light-weight, however, most of the current state-of-the-art (SOTA) methods rely on using compute-heavy backbones built using CNNs or transformers. Large sizes of such models do not allow their deployment in low-power conditions and designing compressed variants of large tracking models is of great importance. This paper demonstrates how highly compressed light-weight object trackers can be designed using neural architectural pruning of large CNN and transformer based trackers. Further, a comparative study on architectural choices best suited to design light-weight trackers is provided. A comparison between SOTA trackers using CNNs, transformers as well as the combination of the two is presented to study their stability at various compression ratios. Finally results for extreme pruning scenarios going as low as 1% in some cases are shown to study the limits of network pruning in object tracking. This work provides deeper insights into designing highly efficient trackers from existing SOTA methods." @default.
- W4310281021 created "2022-11-30" @default.
- W4310281021 creator A5000086494 @default.
- W4310281021 creator A5014558954 @default.
- W4310281021 creator A5024515956 @default.
- W4310281021 creator A5025327860 @default.
- W4310281021 creator A5064348917 @default.
- W4310281021 creator A5081138420 @default.
- W4310281021 creator A5086799542 @default.
- W4310281021 date "2022-11-24" @default.
- W4310281021 modified "2023-09-28" @default.
- W4310281021 title "On Designing Light-Weight Object Trackers through Network Pruning: Use CNNs or Transformers?" @default.
- W4310281021 doi "https://doi.org/10.48550/arxiv.2211.13769" @default.
- W4310281021 hasPublicationYear "2022" @default.
- W4310281021 type Work @default.
- W4310281021 citedByCount "0" @default.
- W4310281021 crossrefType "posted-content" @default.
- W4310281021 hasAuthorship W4310281021A5000086494 @default.
- W4310281021 hasAuthorship W4310281021A5014558954 @default.
- W4310281021 hasAuthorship W4310281021A5024515956 @default.
- W4310281021 hasAuthorship W4310281021A5025327860 @default.
- W4310281021 hasAuthorship W4310281021A5064348917 @default.
- W4310281021 hasAuthorship W4310281021A5081138420 @default.
- W4310281021 hasAuthorship W4310281021A5086799542 @default.
- W4310281021 hasBestOaLocation W43102810211 @default.
- W4310281021 hasConcept C108010975 @default.
- W4310281021 hasConcept C119599485 @default.
- W4310281021 hasConcept C127413603 @default.
- W4310281021 hasConcept C154945302 @default.
- W4310281021 hasConcept C165801399 @default.
- W4310281021 hasConcept C202474056 @default.
- W4310281021 hasConcept C2781238097 @default.
- W4310281021 hasConcept C41008148 @default.
- W4310281021 hasConcept C56461940 @default.
- W4310281021 hasConcept C57501372 @default.
- W4310281021 hasConcept C6557445 @default.
- W4310281021 hasConcept C66322947 @default.
- W4310281021 hasConcept C86803240 @default.
- W4310281021 hasConceptScore W4310281021C108010975 @default.
- W4310281021 hasConceptScore W4310281021C119599485 @default.
- W4310281021 hasConceptScore W4310281021C127413603 @default.
- W4310281021 hasConceptScore W4310281021C154945302 @default.
- W4310281021 hasConceptScore W4310281021C165801399 @default.
- W4310281021 hasConceptScore W4310281021C202474056 @default.
- W4310281021 hasConceptScore W4310281021C2781238097 @default.
- W4310281021 hasConceptScore W4310281021C41008148 @default.
- W4310281021 hasConceptScore W4310281021C56461940 @default.
- W4310281021 hasConceptScore W4310281021C57501372 @default.
- W4310281021 hasConceptScore W4310281021C6557445 @default.
- W4310281021 hasConceptScore W4310281021C66322947 @default.
- W4310281021 hasConceptScore W4310281021C86803240 @default.
- W4310281021 hasLocation W43102810211 @default.
- W4310281021 hasOpenAccess W4310281021 @default.
- W4310281021 hasPrimaryLocation W43102810211 @default.
- W4310281021 hasRelatedWork W2049457635 @default.
- W4310281021 hasRelatedWork W2099370358 @default.
- W4310281021 hasRelatedWork W2247234931 @default.
- W4310281021 hasRelatedWork W2778162329 @default.
- W4310281021 hasRelatedWork W2805552321 @default.
- W4310281021 hasRelatedWork W2906379736 @default.
- W4310281021 hasRelatedWork W3036550512 @default.
- W4310281021 hasRelatedWork W3091295714 @default.
- W4310281021 hasRelatedWork W4291312677 @default.
- W4310281021 hasRelatedWork W187963228 @default.
- W4310281021 isParatext "false" @default.
- W4310281021 isRetracted "false" @default.
- W4310281021 workType "article" @default.