CV

This is a compact version of my CV. Download the PDF file for the full version.

Contact Information

Name Stanislav Panev
Professional Title Project Scientist
Email spanev@cmu.edu
Location 5000 Forbes Ave., 210 Smith Hall, Pittsburgh, Pennsylvania PA 15213

Professional Summary

Research Scientist & Investigator with 15+ years of experience in Computer Vision and Machine Learning. Expert in developing vision systems based on Foundational Generative Models and Vision-Language Models (VLMs) for complex scene understanding, adversarial robustness, and synthetic data generation. Proven track record of securing and leading high-impact research projects funded by international agencies, industry leaders, like General Motors, Sony, and the U.S. Government (Department of Defense). Supervised by Professor Fernando De la Torre (CMU), Professor Jessica Hodgins (CMU), and Professor Shayok Chakraborty (FSU). Extensive experience mentoring PhD and MSc students at Carnegie Mellon University.

Experience

  • 2018/02 - Present

    Pittsburgh, PA, US

    Project Scientist
    Robotics Institute, Carnegie Mellon University
  • 2016/08 - 2018/01

    Pittsburgh, PA, US

    Postdoctoral Researcher
    Robotics Institute, Carnegie Mellon University
  • 2015/08 - 2016/07

    Pittsburgh, PA, US

    Fulbright Visiting Research Scholar
    Robotics Institute, Carnegie Mellon University
  • 2014 - 2015

    Sofia, Bulgaria

    Research Scientist
    Technical University of Sofia
  • 2007 - 2007

    Pamplona, Spain

    Internship – European Union Program “Erasmus+”
    Public University of Navarre

Education

  • 2008 - 2014

    Sofia, Bulgaria

    PhD
    Technical University of Sofia
    Electrical Engineering and Computer Sciences
  • 2005 - 2008

    Sofia, Bulgaria

    MSc
    Technical University of Sofia
    Electrical Engineering and Computer Sciences
  • 2001 - 2005

    Sofia, Bulgaria

    BSc
    Technical University of Sofia
    Electrical Engineering and Computer Sciences

Awards

Publications

Skills

Programming Languages: Python, C/C++, MATLAB
Frameworks: PyTorch, Transformers, Diffusers, OpenAI API, Gemini API
Tools: Linux/Unix, Git, Bash, Jupyter Notebooks, Docker

Languages

Bulgarian : Native speaker
English : Fluent

Interests

computer science: computer vision; aerial and satellite imagery analysis; foundation models and generative AI; adversarial robustness; synthetic data generation for machine learning; computer graphics

Projects

  • Cooperative Foundational Models for Object Detection Active Learning
    • Sponsored by DEVCOM Army Research Laboratory (ARL), U.S. Department of War
    • Role: Investigator
  • Aerial-view Object Detector Diagnosis Using Foundational Image Generative Models
    • Sponsored by DEVCOM Army Research Laboratory (ARL), U.S. Department of Defense
    • Role: Investigator
  • Realistic Vehicle Camouflage Adversarial Attacks With Latent Diffusion Generative Models
    • Sponsored by DEVCOM Army Research Laboratory (ARL), U.S. Department of Defense
    • Role: Investigator
  • Counter Autonomy by Applying Adversarial Attacks on Satellite Imagery
    • Sponsored by DEVCOM Army Research Laboratory (ARL), U.S. Department of Defense
    • Role: Investigator
  • Human Activity Recognition in Aerial Videos using Synthetic Data
    • Army AI Innovations Institute (A2I2)
    • Sponsored by DEVCOM Army Research Laboratory (ARL), U.S. Department of Defense
    • Role: Investigator
  • G2 – Satellite Vehicles Detection using Synthetically-generated Data
    • Sponsored by U.S. Department of Defense
    • Role: Investigator
  • Project "Maven"
    • Sponsored by U.S. Department of Defense
    • Role: Investigator
  • Affective State Estimation using Wearable Sensors
    • Sponsored by Sony Corp., Japan
    • Role: Investigator
  • Monitoring Motor Symptoms in Parkinson’s Disease with Wearable Devices
    • Sponsored by Carnegie Mellon University and AbiliLife Inc.
    • Role: Investigator
  • Automated Image Analysis for Robust Detection of Curbs
    • Sponsored by General Motors Inc.
    • Role: Investigator

References

  • Professor Fernando De la Torre

    Fernando De la Torre received his B.Sc. degree in Telecommunications, as well as his M.Sc. and Ph. D degrees in Electronic Engineering from La Salle School of Engineering at Ramon Llull University, Barcelona, Spain in 1994, 1996, and 2002, respectively. He has been a research faculty member in the Robotics Institute at Carnegie Mellon University since 2005 (currently Research Professor). In 2014 he founded FacioMetrics LLC to license technology for facial image analysis (acquired by Facebook in 2016). His research interests are in the fields of Computer Vision and Machine Learning. In particular, applications to human health, augmented reality, virtual reality, and methods that focus on the data (not the model). He is directing the Human Sensing Laboratory (HSL).

  • Professor Jessica K. Hodgins

    Jessica Hodgins is a Professor in the Robotics Institute and Computer Science Department at Carnegie Mellon University. From 2008-2016, she founded and ran research labs for Disney, rising to VP of Research and leading the labs in Pittsburgh and Los Angeles. From 2005-2015, she was Associate Director for Faculty in the Robotics Institute, running the promotion and tenure process and creating a mentoring program for pre-tenure faculty. Prior to moving to Carnegie Mellon in 2000, she was an Associate Professor and Assistant Dean in the College of Computing at Georgia Institute of Technology. She received her Ph.D. in Computer Science from Carnegie Mellon University in 1989. Her research focuses on computer graphics, animation, and robotics with an emphasis on generating and analyzing human motion. She has received a NSF Young Investigator Award, a Packard Fellowship, and a Sloan Fellowship. She was editor-in-chief of ACM Transactions on Graphics from 2000-2002 and ACM SIGGRAPH Papers Chair in 2003. She was an elected director at large on the ACM SIGGRAPH Executive Committee from 2012-2017 and in 2017 she was elected ACM SIGGRAPH President. In 2010, she was awarded the ACM SIGGRAPH Computer Graphics Achievement Award and in 2017 she was awarded the Steven Anson Coons Award for Outstanding Creative Contributions to Computer Graphics.

  • Professor Shayok Chakraborty

    Shayok Chakraborty is an Associate Professor in the Computer Science Department at Florida State University. He has served as the Director of the MS program in Computer Science at FSU (08/2023 – 06/2024). He was a Visiting Faculty member at the Robotics Institute, Carnegie Mellon University (09/2024 – 06/2025). He received his PhD in Computer Science from Arizona State University in 2013. Prior to joining FSU, he was employed as an Assistant Research Professor at ASU, where he was an Associate Director of the Center for Cognitive Ubiquitous Computing (CUbiC) laboratory. He has worked as a Postdoctoral researcher at Intel Labs, Oregon, and in the Electrical and Computer Engineering department at Carnegie Mellon University. He also pursued a research internship in the Machine Learning department at Microsoft Research, Redmond. His research interests include Machine Learning, Computer Vision, and AI for Healthcare.