Hybrid CPU-GPU acceleration of a multithreaded image stitching algorithm
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Dosyalar
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
Cilt
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











