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  6. AI Development Case: Verification and Acceleration of a Simple and High-Precision Good Product Learning Method

AI Development Case: Verification and Acceleration of a Simple and High-Precision Good Product Learning Method

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last updated:Aug 05, 2022

Rist
Rist
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We will introduce a case where the utilization of AI (artificial intelligence) in development has enabled the verification and acceleration of a quality learning model using SPADE!

The "Rist Image AI Research Commission Service" is a service that fully undertakes image AI development for companies' product and service development and R&D departments. It has the potential to solve projects that could not be realized with only in-house technology and long-standing technical challenges that have remained unresolved. 【AI Development Case: Verification and Acceleration of Good Product Learning Model Using SPADE】 ■ Achieved state-of-the-art performance in unsupervised good product learning and localization with almost no training time required. ■ Realized acceleration of inference processing by modifying the backbone, removing dimensions, and applying quantization processing from the paper implementation. *For more details, please refer to the PDF materials or feel free to contact us.

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AI Development Case: Verification and Acceleration of a Simple and High-Precision Good Product Learning Method

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  • Related Link - https://www.rist.co.jp/service/aireserch/

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【Development Achievements (Partial)】 ■ Implementation of new algorithms for classification/object detection/semantic segmentation/instance segmentation ■ Few-shot learning systems for creating AI models with a small number of images ■ DeepDenoising systems for image noise reduction ■ Sim2real systems for realistically converting 3D images ■ Good product learning systems that detect defects using only good product images (AutoEncoder-related systems and good product learning systems in feature space represented by SPADE) ■ AI model enhancement-related (FP16 conversion, Tensor RT, pruning, etc.) *For more details, please visit our website or PDF materials, or feel free to contact us.

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Rist Image AI Research Commission Service

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Rist

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Testing, Analysis and Measurement

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Rist Inc. is a company that develops and provides solutions and products using AI technology, primarily focused on the manufacturing industry, under the mission of "Bringing brilliance to the future of Japan through AI." We possess the technical expertise to address challenges unique to the manufacturing sector and develop custom solutions tailored to our clients' needs, including appearance inspection systems utilizing Deep Learning, data analysis, and predictive models. By mastering new technologies such as Deep Learning, which are being researched worldwide, we continue to challenge ourselves to solve the issues faced by our clients and society through the systematization of tasks that have traditionally been performed by humans and the accumulation and analysis of know-how.

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