A Lean Convolutional Neural Network for Vehicle Classification

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Authors

  • Jonathan J. Sanchez-Castro
  • Julio C. Rodriguez-Quinonez
  • Luis R. Ramirez-Hernandez
  • Guillermo Galaviz
  • Daniel Hernandez-Balbuena
  • Gabriel Trujillo-Hernandez
  • Wendy Flores-Fuentes
  • Paolo Mercorelli
  • Wilmar Hernandez-Perdomo
  • Oleg Sergiyenko
  • Felix Fernando Gonzalez-Navarro

Image classification is an important task in machine vision, in which vehicle classification is used for different applications like traffic analysis, autonomous driving, security, among others. Recent studies made with Convolutional Neural Networks (CNN) have shown that these networks have surpassed older algorithms like Support Vector Machine (SVM) and K-Nearest Neighbor (KNN) in terms of accuracy, speed, and resources management. Even though that CNN have better accuracy and speed they still are heavy in resource consumption on computers which makes them not suitable to deploy on an embedded platform. This paper proposes a lean CNN that has a smaller number of parameters and still maintaining the best accuracy possible on vehicle classification.

Original languageEnglish
Title of host publication2020 IEEE 29th International Symposium on Industrial Electronics (ISIE) : 17 - 19 June, 2020, Delft, Netherlands, Proceedings
Number of pages5
Place of PublicationPiscataway
PublisherIEEE - Institute of Electrical and Electronics Engineers Inc.
Publication date01.06.2020
Pages1365-1369
Article number9152274
ISBN (print)978-1-7281-5636-1
ISBN (electronic)978-1-7281-5635-4, 978-1-7281-5634-7
DOIs
Publication statusPublished - 01.06.2020
Event29th IEEE International Symposium on Industrial Electronics, ISIE 2020 - TU Delft , Delft, Netherlands
Duration: 17.06.202019.06.2020
Conference number: 29
http://isie2020.org/

    Research areas

  • Artificial Intelligence, CNN, Vehicle Classification
  • Engineering

Recently viewed

Publications

  1. Assessment of university students’ understanding of abstract binary operations
  2. Obstacle Coordinates Transformation from TVS Body-Frame to AGV Navigation-Frame
  3. Collaborative open science as a way to reproducibility and new insights in primate cognition research
  4. Neural Networks for Energy Optimization of Production Processes in Small and Medium Sized Enterprises
  5. Project-Mentoring in Engineering Education - a competence-oriented teaching and learning approach
  6. Making the matrix matter
  7. Comparative study on corrosion behavior of we33 in immersion and polarization influenced by heat treatment
  8. Multi-agent systems' asset for smart grid applications
  9. Learning to rule
  10. Enhancing Community Interactions with Data-Driven Chatbots - The DBpedia Chatbot
  11. Teaching content and language in the multilingual classroom
  12. On-Board-Diagnose und On-Board-Measurement
  13. Conceptual Dimensions of Embodiment
  14. Credit constraints and exports: A survey of empirical studies using firm level data
  15. Extrinsic Calibration Method under Low-Light Conditions for Hybrid Vision System
  16. Impact of above- and below-ground invertebrates on temporal and spatial stability of grassland of different diversity
  17. Transcending Methodological Nationalism through a Transversal Method?
  18. Mit Pixel und Korn
  19. Investigation of the deformation behavior of Fe-3%Si sheet metal with large grains via crystal plasticity and finite-element modeling
  20. Reconstructing the “biopiracy” debate from a justice perspective
  21. Challenges and opportunities in linking carbon sequestration, livelihoods and ecosystem service provision in drylands
  22. [Paul Celan und] Martin Heidegger
  23. When mortality knocks
  24. User Participation in the Quality Assurance of Requirements Specifications
  25. Hot working mechanisms and texture development in Mg-3Sn-2Ca-0.4Al alloy
  26. The Fibreculture Journal
  27. International Master’s Programme in Sustainable Development and Management
  28. Multifunctionality and biodiversity
  29. Von Ausschluss zu Ausschluss
  30. Die Todsünde
  31. Wilhelm Worringer (1881-1965)
  32. Pythagoreismus
  33. Time Headway and Comfort in Adaptive Cruise Control