Computer Vision Scientist
SingaporeOn-siteFull-time
AI Summary
A Computer Vision Scientist at Aicadium applies deep learning and classical CV techniques to build, fine-tune, and deploy production-grade pipelines for industrial computer vision, including 3D reconstruction, pose estimation, and sensor fusion.
About this role
Aicadium is searching for a CV Scientist who is passionate about AI & Machine Learning in the computer vision space, to join our team and help lead Aicadium into new growth areas.
We seek high-energy team members with a positive attitude and a continual drive to learn and grow both professionally and personally.
Responsibilities
- Leverage hands-on experience in modeling to use, improve, fine-tune, and customise computer vision (CV) models, spanning both deep learning approaches (e.g. object detection, tracking, segmentation, visual embeddings) and classical techniques (e.g. multi-view geometry, camera calibration, feature extraction and matching).
- Design and implement geometric vision solutions where deep learning alone is insufficient — including 3D reconstruction, pose estimation, stereo vision, and structure-from-motion.
- Assess the effectiveness and accuracy of new data sources and data-gathering techniques. Apply expertise in working with images, video, 3D data, and sensor fusion for custom ML solutions.
- Stay up-to-date with the latest advancements and SOTA in computer vision.
- Enable new capabilities for Aicadium products and tools in the industrial computer vision (ICV) ML domain.
- Collaborate with cross-functional teams to develop innovative solutions.
- Address unsolved problems in ICV.
Required skills and experience
- Strong foundation in classical computer vision, including multi-view geometry, camera models and calibration, epipolar geometry, and image processing fundamentals.
- Hands-on experience with deep learning for CV, including object detection, object tracking, semantic/instance segmentation, and the use of visual embeddings for retrieval or matching tasks.
- Experience in data curation, model training, and customisation for solving real-world CV challenges.
- Proven experience building, optimizing, and deploying scalable, production-grade computer vision pipelines.
- Excellent proficiency in Python for CV and ML, and familiarity with common frameworks and libraries (e.g. PyTorch, OpenCV).
- 3+ years of full-time experience in CV and ML.
- Strong analytical and practical problem-solving skills.
- Excellent teamwork spirit and written and verbal communication skills.
- A drive to learn and master new technologies and techniques.
- Ability to work independently and with team members from different backgrounds.
- M.Sc. or Ph.D. in STEM+ area.
- Applicants must already have the legal right to work in Singapore. We are unable to provide work pass sponsorship for this position.
Good to have
- Experience with multimodal models and vision-language modeling.
- Exposure to VR/AR applications or multimodal data pipelines.
- Familiarity with SLAM, visual odometry, or real-time 3D perception systems.
- Strong work and publication record in the CV/ML domain.
Skills
3D ReconstructionCamera CalibrationEpipolar GeometryImage ProcessingInstance SegmentationMulti-view GeometryObject DetectionObject TrackingOpenCVPose EstimationPythonPyTorchSemantic SegmentationSensor FusionSLAMStereo VisionStructure-from-motionVisual Embeddings
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