Hello! I’m Stanislav!
🚗 Senior Computer Vision Engineer, focused on delivering production-grade deep learning solutions for autonomous driving and real-time video processing.
With over 8 years of hands-on experience, I build scalable, reliable, and maintainable computer vision systems — from architecture design and data pipelines to model deployment and optimization. My work bridges R&D and engineering, ensuring AI models not only work in lab settings but also perform consistently in real-world production environments.
🔧 My core strengths include:
I care deeply about product scalability, system robustness, and performance under real-world constraints. My goal is to bring AI from prototypes to production — where it solves actual problems.
📄 Author of “Lidar Annotation Is All You Need” — arXiv: 2311.04777 🌐 Leading the Perception team at ATOM
Open to connecting with fellow engineers, product leaders, and innovators in the AI space — let’s talk!
TECHNICAL SKILLS:
Languages: Python, C++
Libraries: Python, PyTorch, Numpy, OpenCV, CLIP, DINO, Transformers, YOLO, DETR, PIDnet, UNet, Lama, YOLOX, VLM, MMlab, TensorRT, ONNX, ClearML, Triton Inference Server, CVAT, Hugging Face, Ultralytics, ROS, ROS2, Nvidia DALI
Approaches: Classification, Regression, Detection, Segmentation, Active Learning, Self-Supervised Learning, Transfer Learning, Domain Adaptation, Fine tuning, Image Matching, Inpainting
Hardware: Nvidia Jetson, Cameras