Igor Lashkov

Igor Lashkov

Postdoctoral Scholar

University of Hawaii at Manoa

Hi there, I’m Igor Lashkov

Igor Lashkov is a Postdoctoral Scholar at the University of Hawaii at Manoa. His research interests include human-centered applications of machine learning, advanced driver assistance systems, and connected vehicle applications.

Interests
  • Machine Learning
  • Computer Vision
  • Intelligent Transportation
Education

  • PhD in Mathematical and Software Support for Computing Machinery, Systems and Computer Networks, 2019

    St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS)

  • BSc & MSc in Computer Science, 2014

    ITMO University

Projects

Drive Safely
Drive Safely Assistant for Android and JVM provides actionable information to a driver how to prevent a road accident. It recognizes driver’s drowsiness, distraction, belt presence, phone usage, eating, smoking, and camera sabotage.
APK Google Play
Drive Safely
TFProfiler
Profile TensorFlow Lite model and measure its performance using FPS, model initialization time, inference time, and memory consumption on the smartphone. You can tweak model runs with different delegates (CPU, GPU, NNAPI, HEXAGON), XNNPACK option, number of threads.
Google Play
TFProfiler

Recent Publications

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Igor Lashkov, Runze Yuan, Guohui Zhang (2023). Edge-Computing-Empowered Vehicle Tracking and Speed Estimation Against Strong Image Vibrations Using Surveillance Monocular Camera. IEEE Transactions on Intelligent Transportation Systems, 24(11).

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Igor Lashkov, Runze Yuan, Guohui Zhang (2023). Edge-Computing-Facilitated Nighttime Vehicle Detection Investigations With CLAHE-Enhanced Images. IEEE Transactions on Intelligent Transportation Systems, 24(11).

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Igor Lashkov, Alexey Kashevnik, Axyonov Alexandr, Denis Ivanko, Dmitry Ryumin, Artem Kolchin, Alexey Karpov (2021). Multimodal corpus design for audio-visual speech recognition in vehicle cabin. IEEE Access, 9(1).

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Igor Lashkov, Alexey Kashevnik, Andrei Gurtov (2019). Methodology and mobile application for driver behavior analysis and accident prevention. IEEE transactions on intelligent transportation systems, 21(6).

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Recent & Upcoming Talks

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Jun 1, 2030 1:00 PM — 3:00 PM Hugo Blox Builder HQ
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Example Talk