Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287668862> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4287668862 abstract "The rapid development and wide utilization of object detection techniques have aroused attention on both accuracy and speed of object detectors. However, the current state-of-the-art object detection works are either accuracy-oriented using a large model but leading to high latency or speed-oriented using a lightweight model but sacrificing accuracy. In this work, we propose YOLObile framework, a real-time object detection on mobile devices via compression-compilation co-design. A novel block-punched pruning scheme is proposed for any kernel size. To improve computational efficiency on mobile devices, a GPU-CPU collaborative scheme is adopted along with advanced compiler-assisted optimizations. Experimental results indicate that our pruning scheme achieves 14$times$ compression rate of YOLOv4 with 49.0 mAP. Under our YOLObile framework, we achieve 17 FPS inference speed using GPU on Samsung Galaxy S20. By incorporating our proposed GPU-CPU collaborative scheme, the inference speed is increased to 19.1 FPS, and outperforms the original YOLOv4 by 5$times$ speedup. Source code is at: url{https://github.com/nightsnack/YOLObile}." @default.
- W4287668862 created "2022-07-25" @default.
- W4287668862 creator A5003751904 @default.
- W4287668862 creator A5010773732 @default.
- W4287668862 creator A5016139257 @default.
- W4287668862 creator A5020133649 @default.
- W4287668862 creator A5025596795 @default.
- W4287668862 creator A5074905074 @default.
- W4287668862 creator A5079063327 @default.
- W4287668862 creator A5087859795 @default.
- W4287668862 date "2020-09-11" @default.
- W4287668862 modified "2023-10-06" @default.
- W4287668862 title "YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design" @default.
- W4287668862 hasPublicationYear "2020" @default.
- W4287668862 type Work @default.
- W4287668862 citedByCount "0" @default.
- W4287668862 crossrefType "posted-content" @default.
- W4287668862 hasAuthorship W4287668862A5003751904 @default.
- W4287668862 hasAuthorship W4287668862A5010773732 @default.
- W4287668862 hasAuthorship W4287668862A5016139257 @default.
- W4287668862 hasAuthorship W4287668862A5020133649 @default.
- W4287668862 hasAuthorship W4287668862A5025596795 @default.
- W4287668862 hasAuthorship W4287668862A5074905074 @default.
- W4287668862 hasAuthorship W4287668862A5079063327 @default.
- W4287668862 hasAuthorship W4287668862A5087859795 @default.
- W4287668862 hasBestOaLocation W42876688621 @default.
- W4287668862 hasConcept C108010975 @default.
- W4287668862 hasConcept C111919701 @default.
- W4287668862 hasConcept C113775141 @default.
- W4287668862 hasConcept C114614502 @default.
- W4287668862 hasConcept C134306372 @default.
- W4287668862 hasConcept C153180895 @default.
- W4287668862 hasConcept C154945302 @default.
- W4287668862 hasConcept C169590947 @default.
- W4287668862 hasConcept C173608175 @default.
- W4287668862 hasConcept C186967261 @default.
- W4287668862 hasConcept C2524010 @default.
- W4287668862 hasConcept C2776151529 @default.
- W4287668862 hasConcept C2777210771 @default.
- W4287668862 hasConcept C2778119891 @default.
- W4287668862 hasConcept C33923547 @default.
- W4287668862 hasConcept C41008148 @default.
- W4287668862 hasConcept C6557445 @default.
- W4287668862 hasConcept C68339613 @default.
- W4287668862 hasConcept C74193536 @default.
- W4287668862 hasConcept C74912251 @default.
- W4287668862 hasConcept C77618280 @default.
- W4287668862 hasConcept C86803240 @default.
- W4287668862 hasConceptScore W4287668862C108010975 @default.
- W4287668862 hasConceptScore W4287668862C111919701 @default.
- W4287668862 hasConceptScore W4287668862C113775141 @default.
- W4287668862 hasConceptScore W4287668862C114614502 @default.
- W4287668862 hasConceptScore W4287668862C134306372 @default.
- W4287668862 hasConceptScore W4287668862C153180895 @default.
- W4287668862 hasConceptScore W4287668862C154945302 @default.
- W4287668862 hasConceptScore W4287668862C169590947 @default.
- W4287668862 hasConceptScore W4287668862C173608175 @default.
- W4287668862 hasConceptScore W4287668862C186967261 @default.
- W4287668862 hasConceptScore W4287668862C2524010 @default.
- W4287668862 hasConceptScore W4287668862C2776151529 @default.
- W4287668862 hasConceptScore W4287668862C2777210771 @default.
- W4287668862 hasConceptScore W4287668862C2778119891 @default.
- W4287668862 hasConceptScore W4287668862C33923547 @default.
- W4287668862 hasConceptScore W4287668862C41008148 @default.
- W4287668862 hasConceptScore W4287668862C6557445 @default.
- W4287668862 hasConceptScore W4287668862C68339613 @default.
- W4287668862 hasConceptScore W4287668862C74193536 @default.
- W4287668862 hasConceptScore W4287668862C74912251 @default.
- W4287668862 hasConceptScore W4287668862C77618280 @default.
- W4287668862 hasConceptScore W4287668862C86803240 @default.
- W4287668862 hasLocation W42876688621 @default.
- W4287668862 hasOpenAccess W4287668862 @default.
- W4287668862 hasPrimaryLocation W42876688621 @default.
- W4287668862 hasRelatedWork W11098191 @default.
- W4287668862 hasRelatedWork W14085413 @default.
- W4287668862 hasRelatedWork W14969471 @default.
- W4287668862 hasRelatedWork W2584135 @default.
- W4287668862 hasRelatedWork W2764298 @default.
- W4287668862 hasRelatedWork W320786 @default.
- W4287668862 hasRelatedWork W5223388 @default.
- W4287668862 hasRelatedWork W5574817 @default.
- W4287668862 hasRelatedWork W564427 @default.
- W4287668862 hasRelatedWork W8413239 @default.
- W4287668862 isParatext "false" @default.
- W4287668862 isRetracted "false" @default.
- W4287668862 workType "article" @default.