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Edge AI Lab (Naoki Kuzuya)
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The lab studies edge AI and image sensing.
AboutAbout the lab
Making neural network inference more efficient
The lab of Project Faculty Member Naoki Kuzuya specializes in computer vision, image sensing, and edge AI.
The lab explores ways to redesign the computation parts of neural networks so that inference runs efficiently.
Project Faculty Member Kuzuya has studied methods that use B-spline functions to improve the accuracy of trained neural networks, as well as neural networks capable of fast inference on embedded systems.
Key terms
- Edge AI
- AI that runs on the device itself, such as a camera, rather than in the cloud
- B-spline function
- A function that represents a smooth curve by joining together polynomials defined on short intervals
ResearchResearch themes
For edge AI, the lab studies ways to redesign the computation parts of neural networks so that inference runs efficiently. Project Faculty Member Kuzuya's fields of expertise are computer vision, image sensing, and edge AI.
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MembersFaculty
- Specially Appointed Faculty (Associate Professor)Naoki Kuzuya
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Report an errorAbout the images
The top and research theme images are illustrative and were not taken at the lab. They are cropped from Wikimedia Commons images. Cropped CC BY-SA images are provided under the same CC BY-SA license as the original (version shown on each line).
- Top image: “Single-board computer Rascal 1.3 - (1)” Brandon Stafford from Somerville, Massachusetts, USA / CC BY-SA 2.0 (cropped)
- Neural Networks Using B-Spline Functions: “Convolutional neural network, maxpooling” Daniel Voigt Godoy / CC BY 4.0 (cropped)
- Related lab (Shimazu Lab): “Josephson junction real” No machine-readable author provided. Pasquale.Carelli assumed (based on copyright claims). / Public domain (cropped)
- Related lab (Otsuka Lab (Multimodal Information Processing Lab)): “Eye-tracking setup” Naomi Nota / CC BY-SA 2.0 (cropped)
- Related lab (Computational Fluid Dynamics Lab): “Catalytic-converter-simulation-velocity-streamlines” Atif Masood (FetchCFD) / CC BY-SA 4.0 (cropped)
- Related lab (Ichige Lab (Digital Sensing Lab)): “Digital Signal Processor 9997” Ashley Pomeroy / CC BY 3.0 (cropped)
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