FPGA-enabled binarised convolutional neural networks toward real-time embedded object recognition system

QR Code

FPGA-enabled binarised convolutional neural networks toward real-time embedded object recognition system

In this presentation, we report the results of applying a binarised Convolutional Neural Network (CNN) and a Field Programmable Gate Array (FPGA) for image-based object recognition. While the demand rises for robots with robust object recognition implemented with Neural Networks, a trade-off between...

Full description

Bibliographic Details
Main Authors:	Shuto, Daisuke, Abbas, Z., Sulaiman, N., Tamukoh, H.
Format:	Conference or Workshop Item
Language:	English
Published:	2017
Online Access:	http://psasir.upm.edu.my/id/eprint/64363/ http://psasir.upm.edu.my/id/eprint/64363/1/E%26NT%20poster%20121117%201.pdf

Similar Items

Facial Recognition Using Convolutional Neural Network Using Real-Time Data
by: Bharath, Kumara J, et al.
Published: (2024)

An FPGA based embedded vision system for real-time motion detection
by: AlDahoul, Nouar, et al.
Published: (2015)

DealWithIt - Real Time Price Checker with Object Recognition
by: Eng, Yvonne Xin Yee
Published: (2024)

Development of real-time embedded system with speech recognition for smart house
by: Yahya, Zuraimi, et al.
Published: (2007)

Malaysia traffic sign recognition with convolutional neural network
by: Lau, M., et al.
Published: (2015)

Handwritten character recognition using convolutional neural network
by: Khandokar, I., et al.
Published: (2021)

Calf posture recognition using convolutional neural network
by: Tung, Tan Chen, et al.
Published: (2022)

Implementation of real-time simple edge detection on FPGA
by: P., Sebastian, et al.
Published: (2007)

Iris recognition using convolutional neural network / Zhuang Yuan
by: Zhuang, Yuan
Published: (2018)

Bangla handwritten numeral recognition using convolutional neural network
by: Akhand, M. A. H, et al.
Published: (2015)

Bangla handwritten character recognition using convolutional neural network
by: Rahman, Md. Mahbubar, et al.
Published: (2015)

License Plate Recognition Using Convolutional recurrent Neural Network
by: Tee, Kai Feng
Published: (2019)

Development of shape pattern recognition for fpga-based embbeded object tracking system
by: Fauziliana, Binti Osman
Published: (2010)

FPGA implementation of handwritten number recognition using artificial neural network
by: Mittal, Harsh, et al.
Published: (2019)

Object detection utilizing modified auto encoder and convolutional neural networks
by: Khiarak, Jalil Nourmohammadi, et al.
Published: (2018)

Convolutional hypercube pyramid for accurate RGB-D object category and instance recognition
by: Mohd Zaki, Hasan Firdaus, et al.
Published: (2016)

Multiple convolutional neural network training for Bangla handwritten numeral recognition
by: Akhand, M. A. H, et al.
Published: (2016)

Face recognition using the convolutional neural network for barrier gate system
by: Mochammad Langgeng, Prasetyo, et al.
Published: (2021)

Real-time robust liver and gallbladder segmentation during laparoscopic cholecystectomy using convolutional neural networks: an analysis
by: Ghobadi, Vahideh, et al.
Published: (2024)

Super-low resolution face recognition using integrated Efficient Sub-Pixel Convolutional Neural Network (ESPCN) and Convolutional Neural Network (CNN)
by: Talab, Mohammed Ahmed, et al.
Published: (2019)

Real Time FPGA-Based Ethernet Control Communication For Robotic Arm
by: Ishak, Mohamad Khairi
Published: (2016)

Fish species recognition using convolutional neural network / Tan Ying Ying
by: Tan, Ying Ying
Published: (2018)

Convolutional neural network training with artificial pattern for Bangla handwritten numeral recognition
by: Akhand, M. A. H, et al.
Published: (2016)

Recognition of flotation froth conditions with k-shot learning and convolutional neural networks
by: Liu, Xiu, et al.
Published: (2023)

Analysis of convolutional neural networks for facial expression recognition on GPU, TPU and CPU
by: Anbananthan Pillai, Munanday, et al.
Published: (2023)

Defect And Components Recognition In Printed Circuit Boards Using Convolution Neural Network
by: Cheong, Leong Kean
Published: (2018)

Embedded Ethernet System For Real-Time Communication
by: Thiagarajan, Durgesh
Published: (2018)

Code generation for embedded real time system
by: Talab, Mahmood Aghajani Siroos
Published: (2010)

Embedded hardware implementation for real time hand gesture recognition / Farah Farhana Mod Ma'asum
by: Mod Ma'asum, Farah Farhana
Published: (2017)

Embedded system implementation on FPGA system with μCLinux OS
by: Muhammad Amin, Ahmad Fairuz, et al.
Published: (2009)

Convolutional neural network-based finger vein recognition using near infrared images
by: Fairuz, Subha, et al.
Published: (2018)

Convolutional neural network based handwritten Bengali and Bengali-English mixed numeral recognition
by: Akhand, M. A. H, et al.
Published: (2016)

Compact real-time control system of autonomous vehicle system using fpga platform
by: Chan, Kim Chon
Published: (2011)

An underwater electrosensor for identifying objects of similar volume and aspect ratio using convolutional neural network
by: Wang, K., et al.
Published: (2017)

Pattern recognition for magnetic resonance knee imaging using convolutional neural network / Zhang Xinyu
by: Zhang, Xinyu
Published: (2018)

Threshold center-symmetric local binary convolutional neural networks for bilingual handwritten digit recognition
by: Saleh Al-Wajih, Ebrahim Qasem
Published: (2022)

White blood cell recognition for biomarker model using improved convolutional neural network (CNN)
by: Mohd Safuan, Syadia Nabilah
Published: (2022)

Embedded Parallel Systolic Architecture For Multi-Filtering Techniques Using FPGA.
by: H. Salih, Muataz, et al.
Published: (2010)

GPU-enabled pavement distress image classification in real time
by: Doycheva, Kristina, et al.
Published: (2016)

Real-time human activity recognition
by: Albukhary, N., et al.
Published: (2017)