Deep Learning Frameworks Evaluation for Image Classification on Resource Constrained Device

 #deeplearning #deeplearningalgorithms #images #imageclassification

Deep Learning Frameworks Evaluation for Image Classification on Resource Constrained Device


Mathieu Febvay and Ahmed Bounekkar, Université de Lyon, France


Each new generation of smartphone gains capabilities that increase performance and power efficiency allowing us to use them for increasingly complex calculations such as Deep Learning. This paper implemented four Android deep learning inference frameworks (TFLite, MNN, NCNN and PyTorch) to evaluate the most recent generation of System On a Chip (SoC) Samsung Exynos 2100, Qualcomm Snapdragon 865+ and 865. Our work focused on image classification task using five state-of-the-art models.


https://www.youtube.com/watch?v=kr-gGh6y8RY&t=2s&ab_channel=ComputerScience%26ITConferenceProceedings

Comments

Post a Comment

Popular posts from this blog

3rd International Conference on Computer Science, Engineering and Artificial Intelligence (CSEAI 2025)

Image
 * Registration is currently open * Call for Research Papers!!! Free – Extended Paper will be published as free of cost. 3rd International Conference on Computer Science, Engineering and Artificial Intelligence (CSEAI 2025)   May 30 ~ 31, 2025, Virtual Conference Submission Deadline: January 25, 2025 Submission System Link:  https://cseai2025.org/submission/index.php Contact us: Here's where you can reach us : cseai@cseai2025.org or cseaiconf@gmail.com For More details visit here: https://cseai2025.org/index #computerscience #computersciencemajor #computersciencejoke #computersciencehumor #computerscienceforall #computersciencestudent #computerscienceengineering #computerscienceacademy #computersciencemajorproblems #computersciences #datamining #dataminingfordummies #internetofthings #iot #iota #iotd #iotaphitheta #iotworld #iotiran #iotsecurity #iotnews #iotas #iotmcz #ioteeilmare #iotifolecce #iotproject #iothinks #iotweek #iotproducts #iotsolutions #iotafitness #iotiam...
Read more

A REVIEW OF THE USE OF R PPROGRAMMING FOR DATA SCIENCE RESEARCH IN BOTSWANA

Image
  International Journal of Database Management Systems (IJDMS) IJDMS is indexed World Journal Clout Index (WJCI) ISSN: 0975-5705 (Online); 0975-5985 (Print) http://airccse.org/journal/ijdms/index.html A REVIEW OF THE USE OF R PPROGRAMMING FOR DATA SCIENCE RESEARCH IN BOTSWANA Simisani Ndaba Department of Computer Science, University of Botswana, Gaborone, Botswana https://aircconline.com/ijdms/V15N1/15123ijdms01.pdf
Read more

HYBRID ENCRYPTION ALGORITHMS FOR MEDICAL DATA STORAGE SECURITY IN CLOUD DATABASE

Image
  HYBRID ENCRYPTION ALGORITHMS FOR MEDICAL DATA STORAGE SECURITY IN CLOUD DATABASE Fenghua Zhang1，Yaming Chen2，Weiming Meng3 and Qingtao Wu4 1Computer Technology, Henan University of Science and Technology, Luo Yang, China 2,3Computer Science and Technology, Henan University of Science and Technology, Luo Yang, China 4Professor, Henan University of Science and Technology, Luo Yang, China ABSTRACT Cloud database are derivatives of Cloud computing. At present, most medical institutions store data in cloud database. Although the cloud database improves the efficiency of use, it also poses a huge impact and challenge to the secure storage of data. The article proposes a hybrid algorithm to solve the data security problem in the hospital cloud database. First, the AES algorithm is improved. The improved algorithm is called P-AES algorithm. The P-AES algorithm is then combined with the RSA algorithm, called a hybrid algorithm. The experimental results show that the hybrid enc...
Read more