Concepedia

End-to-end acceleration of the YOLO object detection framework on FPGA-only devices

Dezheng Zhang, Aibin Wang, Ruchan Mo, Dong Wang

Neural Computing and Applications · 2023 · 19 citations · 25 references

Concepts

EngineeringComputer EngineeringComputer ScienceComputer VisionField-programmable Gate ArraysReconfigurable ComputingAccelerator ArchitectureField-programmable Gate Array ArchitectureFpga ArchitectureHardware AccelerationObject DetectionReconfigurable AcceleratorsComputer Vision AccelerationEmbedded Hardware AccelerationEnergy-efficient Hardware AccelerationField-programmable Gate Array AccelerationField-programmable Gate Array AcceleratorsFpga Accelerator GenerationImage Processing Accelerators

References

25

The Pascal Visual Object Classes (VOC) Challenge

Mark Everingham, Luc Van Gool, Christopher K. I. Williams et al. · International Journal of Computer Vision · 2009 · 19.5K citations · Full text

Computing, Computer Science, Computer Vision +11

YOLO9000: Better, Faster, Stronger

Joseph Redmon, Ali Farhadi · 2017 · 19K citations

Computing, Computer Science, Computer Vision +11

Samuel Williams, Andrew Waterman, David A. Patterson · Communications of the ACM · 2009 · 2.4K citations · Full text

Computing, Computer Engineering, Computer Science +10

Optimizing FPGA-based Accelerator Design for Deep Convolutional Neural Networks

Chen Zhang, Peng Li, Guangyu Sun et al. · 2015 · 2.1K citations

Engineering, Computer Engineering, Computer Science +17

A High-Throughput and Power-Efficient FPGA Implementation of YOLO CNN for Object Detection

Duy Thanh Nguyen, Tuan Nghia Nguyen, Hyun Kim et al. · IEEE Transactions on Very Large Scale Integration (VLSI) Systems · 2019 · 426 citations

Engineering, Computer Engineering, Computer Science +17