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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