Real-Time Vision Engineer: Endoscopic Image Enhancement

Immigration Policy Lab

Zürich

Sur place

CHF 90 000 - 120 000

Plein temps

Il y a 5 jours
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Résumé du poste

ETH Zurich in Zurich is offering a challenging Scientific Assistant position in the Biomedical Image Computing Group. The project focuses on real-time enhancement of endoscopic videos, translating existing and new neural-network architectures into low-latency processing pipelines connected to an industrial camera system.

The role emphasizes profiling, optimization, and deployment rather than large-scale training.

Qualifications

  • MSc degree in computer science, machine learning, medical image computing, or a related field.
  • Familiarity with neural-network-based image processing pipelines.
  • Experience implementing neural-network architectures using PyTorch.

Responsabilités

  • Implement, optimize, and deploy deep-learning image-enhancement models for real-time operation.
  • Translate architectures into efficient real-time processing pipelines connected to an industrial camera system.
  • Profile and optimize models for low-latency inference.
  • Integrate camera acquisition and preprocessing pipelines; contribute to deliverables and manuscripts.

Connaissances

Familiarity with neural-network-based,
Python programming
PyTorch
Model deployment/acceleration (PyTorch

Formation

MSc degree in computer science, machine learning, medical image computing, or related field

Outils

PyTorch
ONNX
TensorRT
CUDA/C++

Description du poste

ETH Zurich in Zurich is offering a challenging Scientific Assistant position in the Biomedical Image Computing Group. The project focuses on real-time enhancement of endoscopic videos, translating existing and new neural-network architectures into low-latency processing pipelines connected to an industrial camera system.

The role emphasizes profiling, optimization, and deployment rather than large-scale training.

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