Sophon autocv: help AI industrial production and realize visual intelligent perception

Perceptual intelligence maps signals from the physical world to the digital world , yes AI The only way for industrialized production to come to fruition , Among them, visual perception and IOT perception have become the technical cornerstone in the field of industrial Internet of things , Through the combination with edge calculation , Can effectively solve AI Massive data processing and real-time response in the process of landing 、 Low value density of raw data 、 Discrete processing of multimodal data .

Sense the direction of intelligent business

The main process of realizing edge intelligent perception , With CV From the perspective of application landing , Mainly around model production and deployment . A typical CV The process required for application landing is long , Need experience “12 Stage ”, And it requires a lot of manpower , from 5 Intermediate engineers and 5 Senior engineers jointly complete .

The present tradition CV Pain points of application ： Overall process leader , There are many people involved , The nonstandard process links and the fragmentation of the whole process will lead to the fragmentation of model management 、 Dealing with change takes time and effort 、 The last mile of model and application 、 Difficulties in continuous operation of the model . thus , Need an overlay data processing 、 Model training and a platform supporting business customization functions to realize the integrated production application and management of models .

Tradition CV Application business pain points

Against tradition CV Application business pain points , Star Ring Technology launched a one-stop model production application platform ——Sophon AutoCV.Sophon AutoCV Facing the inside of the enterprise CV Modeling team , Provide guided model training and the ability to build and deploy low code applications , solve CV The process of model production and application is long 、 Low efficiency , To shorten the CV Model production deployment cycle , Realize efficient operation of business applications .

Star Ring Technology

AutoCV As an intelligent platform for visual perception , Change the business process from traditional “12 Stage ” Reduced to “ The underlying resources - Model training and management - Model application - Structured data return ”, Comprehensively cover the data in the process of model landing 、 Model 、 application 、 Management requirements for iterative operations . In addition to this ,AutoCV Focus on tradition CV Pain points of application ： There are many people involved , From required “5+5 intermediate / Senior engineer ” Reduced to “2+2+2 senior / intermediate / Junior Engineer ”.

Business support cases

Multimodal data fusion processing

A process manufacturer , Based on this platform, the unified access of image and sensor data and model application are realized , Realize intelligent auxiliary production .

Business pain points

1)  Manual operation process error ： The manual feeding sequence affects the production quality , However, workers often fail to find the prompt in time when they make wrong feeding ;

2)  The quality removal effect is not ideal ： In the production process , There is much room for improvement in the identification and removal effect of impurity removal .

Solution

1)  Manual feeding sequence monitoring prompt ： Identify the material packaging through the on-site monitoring camera , Then identify the feeding sequence , The possible feeding sequence is wrong , Prompt through on-site audible and visual alarm ;

2)  Image optimization algorithm of docking impurity remover ： By docking the high-speed industrial camera in the trash remover , Collect impurity samples for marking , General model of continuous training iteration , Then optimize the different impurity removal instruments , Finally, the overall impurity removal effect is improved 2%.

Customer value

1) Manual feeding errors shall be timely captured and corrected , The feeding effect is significantly improved after operation .

2) The overall impurity removal effect in the production process is improved 2%, Reduce raw material consumption and product quality .

Enterprise empowerment cases

Process asset accumulation and model iteration

The Information Technology Department of a company , Realize the accumulation of multiple digital assets based on this platform 、 Model centralized scheduling and continuous iteration .

Business pain points

1) The model cannot be traced , The original data storage is disordered , There is no unified management method for various business data ;

2) Hardware resources in decentralized business systems cannot be centrally managed and scheduled ;

3) The algorithm model changes with the business , Accuracy can no longer meet the needs of the business , A single point of optimization is required .

Solution

1)  Platform unified asset accumulation ： The platform supports model training sample management , Support model multi version evaluation and management ; Support the accumulation, migration and reuse of business rules ;

2)  Centralized scheduling of hardware resources ： Rapid deployment of models in customer business systems , Share hardware resources at runtime ;

3)  The algorithm model continues to iterate ： Support the synchronization of structured data after model processing to the training module , The rapid iteration of the model can be completed through incremental training .

Customer value

1) data 、 Model and application asset accumulation , Value precipitation ;

2) The utilization of hardware resources is improved 20%;

3) Spiral iteration , Model iteration cycle is shortened 50%.

Star ring technology is fully self-developed Sophon AutoCV At present, it has shown strong performance and high stability in the practice of many industries . Overall speaking , Star Ring Sophon AutoCV Its core advantages can be summarized as the following five points ：

• Efficient production ： Through intelligent pre bid , Tagging is more efficient than open source tools promote 30%, Platform operation based on the whole process , The manpower input for model production can be Reduce 50%;
• Zero threshold operation ： The platform supports model production and deployment in a guided and low code manner , Business operators You can also get started quickly , And complete model iteration and optimization ;
• High performance operation ： The platform supports reasoning cards in addition to the mainstream , And support Localization Such as huawei 、 The model operation of Cambrian and other hardware is accelerated , To support Ten thousand way camera Intelligent stream processing ;
• Multi asset accumulation ： For enterprises in the process of digital intelligence transformation 3 Class digital assets , data 、 Models and applications , It can effectively accumulate and precipitate through the platform , Reflect the vision AI Team value ;
• Open cooperation ： The platform can cooperate with different partners , Up to now, it has exceeded 20+ We will cooperate with our friends to deliver the overall scheme , These include colleges and universities 、 Algorithm provider 、 Channel, etc .

We believe that , as time goes on , Star Ring Technology Sophon AutoCV It will continue to empower thousands of families , Help vision AI Industrial production , And vision AI A burst of value .