Hybrid CPU-GPU acceleration of a multithreaded image stitching algorithm

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Tarih

2022

Dergi Başlığı

Dergi ISSN

Cilt Başlığı

Yayıncı

Institute of Electrical and Electronics Engineers Inc.

Erişim Hakkı

info:eu-repo/semantics/embargoedAccess

Özet

Real-time image stitching is critical, especially in un-manned aerial vehicles, and its acceleration has received attention in recent years. This paper describes an image stitching acceleration scheme for heterogeneous (CPU+GPU) devices. Acceleration is attempted with both multithreading and multiprocessing. Most time-critical functions in the algorithm are offloaded on to the GPU. We crafted a 3-buffer ping-pong mechanism for synchro-nization and data transfer among threads/processes in order to maximize CPU utilization. We carried out our experiments on Nvidia Jetson AGX Xavier. Results show that more than 3x acceleration is achieved.

Açıklama

Anahtar Kelimeler

CPU-GPU, Image Stitching, Multithreading, Real-Time Image Processing

Kaynak

7th International Conference on Computer Science and Engineering, UBMK

WoS Q Değeri

Scopus Q Değeri

N/A

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Sayı

Künye

Tesfay, S. W., Demirdağ, Z. G., Uğurdağ, H. F. ve Ateş, H. F. (2022). Hybrid CPU-GPU acceleration of a multithreaded image stitching algorithm. 7th International Conference on Computer Science and Engineering, UBMK içinde (468-473. ss.). Diyarbakir, 14-16 September 2022. https://doi.org/10.1109/UBMK55850.2022.9919473