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Research Engineer (VLM for inspection), IPV, ARTC

A*STAR RESEARCH ENTITIES
Islandwide, Full Time
POSTED ON 4/24/2025 CLOSED ON 4/24/2025

Job Posting for Research Engineer (VLM for inspection), IPV, ARTC at A*STAR RESEARCH ENTITIES

Responsibilities:

  • Design, develop, and optimize AI models for image-based vision inspection tasks, integrating vision models with LLMs/VLMs for enhanced decision-making.
  • Implement and fine-tune state-of-the-art models such as Yolact, DeepLabV3, Vision Transformers, and others.
  • Explore and implement LLMs or VLMs (e.g., OpenAI GPT, LLaMA, CLIP, BLIP) to incorporate domain knowledge via text prompts for tasks like final sentencing in inspection workflows.
  • Develop and maintain Python-based pipelines for data preprocessing, model training, and evaluation.
  • Research and implement innovative algorithms to improve model accuracy and efficiency.
  • Collaborate with cross-functional teams to understand project requirements and deliver high-quality integrated solutions.
  • Document research findings, experimental results, and software implementations.
  • Stay updated with the latest advancements in AI and computer vision technologies.

JOB REQUIREMENTS

  • Bachelor’s or Master’s degree in Computer Science, Electrical Engineering, or a related field.
  • Strong proficiency in Python programming.
  • Expertise in deep learning frameworks like PyTorch (mandatory) and TensorFlow
  • Hands-on experience with computer vision models, including, Yolact, DeepLabV3, Vision Transformers, etc.
  • Familiarity with LLMs or VLMs, and their integration with vision models (e.g., OpenAI GPT, LLaMA, CLIP, BLIP).
  • Familiarity with image processing techniques and libraries such as OpenCV.
  • Strong problem-solving and analytical skills.
  • Strong communication and excellent writing skills.
  • Have a strong work ethic, and able to work on own initiative. Team player, communicate efficiently, be flexible and details oriented.
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