Image Processing Acceleration
In AI visual inspection systems and similar applications, we achieve dramatic acceleration by optimizing not only AI but also image pre-processing and post-processing. This is effective across all camera-based industries including manufacturing, logistics, surveillance cameras, and mobile apps. We don't overlook processing bottlenecks that prevent AI's true speed from being utilized, and deliver system-wide acceleration.
Common Client Challenges
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AI is optimized but
pre/post-processing
still feels slow -
Cannot ensure real-time
processing in
high-frequency environments -
Lack of image processing
algorithm expertise
Benefits of Acceleration
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System-wide acceleration
including AI pre/post-processingBy optimizing pre-processing and post-processing speeds such as camera angle rotation, we can achieve acceleration beyond what AI-only optimization provides. This maximizes the overall system processing speed.
Support Details
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Source code optimization
We optimize the source code provided by the client and return the optimized version.
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Algorithm optimization based on mathematical expertise
We utilize efficient algorithms tailored to each type of image processing, achieving instruction count reduction and computational parallelization. Rather than mere implementation improvements, we restructure the processing architecture itself to enable dramatic acceleration.
Our Strengths
Software acceleration experts
specializing in AI & embedded implementation
Backed by deep expertise in semiconductor development, ailia delivers fundamental optimization and acceleration across both AI and embedded implementation. Our highly skilled engineers provide technically precise proposals and services for fast, efficient implementation tailored to each client's challenges.
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Optimization from both
AI and embedded perspectivesBecause we understand both AI model architecture and algorithms as well as the constraints of embedded hardware, we can accurately identify bottlenecks that traditional methods often overlook, and optimize them in the most effective way.
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Abundant talent in
computer scienceIn addition to deep technical understanding of AI and embedded domains, we have a wealth of engineers who can accurately grasp each client's specialized field and provide optimal technical proposals. We assign the right talent for each project, with a support structure that responds quickly to your needs.
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A fundamental approach leveraging
semiconductor development expertiseailia evolved from a veteran semiconductor company into an AI-focused organization. Leveraging semiconductor development know-how, we use hardware knowledge as a foundation to tackle software issues and optimize to the limit.
Our Services
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AI / Deep Learning Acceleration
Achieving acceleration by optimizing and implementing AI models
We optimize trained AI models for efficient operation on specific devices. We handle everything from model quantization to implementation in an integrated manner.
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Embedded Acceleration
Achieving stable operation in constrained embedded environments
Even on embedded devices with limited CPU performance and memory, we optimize from both AI and hardware perspectives to achieve fast and stable processing.
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Image Processing Acceleration
Accelerating the entire image processing pipeline including pre/post-processing
By optimizing not only AI but also image pre-processing and post-processing, we streamline overall processing for camera-based applications in inspection, surveillance, and more.
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GPU Acceleration
Dramatically accelerating computation with GPU power
For simulations, analytics, and other tasks, we maximize GPU parallel processing capabilities to achieve speeds impossible with CPU alone.
