Vision based AI Solution | Palmate Technologies

VISION BASED AI SOLUTIONS

A deep learning computer vision solution. Computer vision with the help of AI gives the ability of vision to machines which enables to solve human vision-intensive tasks across industries

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Solution :

Data-driven : Deep Learning
Support for CCTV, industrial and depth cameras
Edge system for sub-second decision making
Easy integration with PLCs, Robo-controllers, MES and cloud API
Build on industry-leading Nvidia and Microsoft frameworks
Quick deployment - speeding up proof of concept and development.

Our Inspiration

Highly diverse data: Computer vision deals with an immense variety of data, which necessitates adaptable, data-driven models that can learn from this rich complexity.
Expert dependence: Traditional knowledge-driven models rely heavily on experts, limiting their capabilities by the extent of their knowledge and data exposure.
Deployment roadblocks: Implementing these models often faces delays due to the intricate interplay of software development, hardware integration, and fine-tuning, demanding expertise across multiple domains.
Cloud constraints: The sheer size of computer vision data can pose challenges for cloud deployment, owing to limitations in latency and bandwidth.

Key Challenges in Implementing AI/ML in Manufacturing:

Talent Shortage: Difficulty finding qualified professionals with expertise in AI and Machine Learning (AI/ML) specifically relevant to the manufacturing domain.
Data & Technology Hurdles: Lack of clear guidance on data collection methods, data-to-AI model interfacing, and selection of appropriate technologies for specific manufacturing needs.
Slow Deployment: Delays in implementing AI/ML solutions, often taking months due to complex processes and integration challenges.
Real-Time Limitations: Inability to implement real-time inference systems critical for sub-second decision making required in many manufacturing scenarios.