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MiraPurkrabek/README.md

Hi, I'm Miroslav Purkrabek πŸ‘‹

Computer Vision Researcher Β |Β  Deep Learning Β |Β  Human Body Analysis
Website Β | Β  Google Scholar Β  | Β  LinkedIn


πŸ§‘β€πŸ”¬ About Me

I am a computer vision researcher passionate about state-of-the-art deep learning for visual human body analysis. My work focuses on human pose estimation, detection, and segmentation and multi-task learning β€” pushing the boundaries of in-the-wild human body analysis. I’m especially interested in robust, efficient methods for real-world vision problems and developing open-source solutions for the research community.

  • πŸ”¬ Currently working on advanced methods for human pose estimation and multi-body detection.
  • πŸ† ICCV 2025 & CVPR 2025 first-author.
  • 🌱 I enjoy player tracking in team sports and building methods for dense, complex scenes. I want to make computer vision methods robust enough to use in real-world (eg. sports).

For more, visit my website.


πŸ› οΈ Skills

  • Languages: Python, (C/C++)
  • Core Expertise: Computer Vision, Deep Learning, Multi-task Learning
  • Frameworks/Tools: PyTorch, OpenCV, NumPy, MMPose, MMDetection, ViTPose, SAM2

πŸš€ Featured Projects

Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle

  • Introduces MaskPose: A pose estimator conditioned on segmentation masks for dense scenes.
  • Integrates detection, pose estimation, and segmentation in a self-improving loop -- BBoxMaskPose.
  • Paper β€’ Website β€’ Hugging Face Models

ProbPose: A Probabilistic Approach to 2D Human Pose Estimation


⚽ Research Interests

  • Multi-body detection & pose estimation
  • Player tracking in team sports (work in progress)
  • Robust, reproducible science

🌱 Outside the Lab

When I'm not coding or reading papers, I’m probably:

  • Hiking in nature
  • Enjoying outdoor adventures
  • Exploring new books (high fantasy, psychology, economy, ...)

πŸ“« Connect


β€œBringing robust vision algorithms from research to real-world impact.”

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  1. BBoxMaskPose BBoxMaskPose Public

    [ICCV 25] The official repository of paper 'Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle'

    Python 52 5

  2. ProbPose_code ProbPose_code Public

    [CVPR 25] The official repository for paper 'ProbPose: A Probabilistic Approach to 2D Human Pose Estimation'

    Python 33 2

  3. RePoGen RePoGen Public

    [FG 24] The official repository of paper 'Improving 2D Human Pose Estimation across Unseen Camera Views with Synthetic Data'

    Python 50 6

  4. exococotools exococotools Public

    Extended-OKS (Ex-OKS) package for human pose evaluation

    Python 2