Research on Digital Intelligence Innovation Based on Visual Large Model Technology,A Case Study of Ecological Policing in the Southern Bamboo Forests of West Lake Scenic Area
[Objective]The objective of this study is to develop a "digital intelligence innovative ecological policing system"in the bamboo forests in the southern part of the West Lake Scenic Area,which includes the functions of ecological protection of the bamboo forests,wildlife protection,tourist attraction services,disaster prediction and prevention,and personnel rescue and disposal.[Method]Based on the visual large model technology,the Wuyun Mountain production area in the West Lake Scenic Area of Hangzhou was selected as the practice point,and the most advanced machine self-supervised learning technology was used for research.The specific method was to pre-train the large model,including a number of basic view data micro models,superimpose the objective world logic on the basis of the micro model,and combine the minimized sample data of the bamboo forest ecological policing scene to form various practical visual algorithm models.[Result]The results broke through the constraints of the traditional single vision algorithm that could not adapt to multiple scenes,high sampledemand,and long training time etc.,and promoted the full video analysis to become the industry standard,and quickly generated matching algorithms which were implemented in various application scenarios,such as recognition algorithm of illegal logging in bamboo forests algorithm of large wildlife identification,recognition algorithm of rare animals,algorithm of human trajectory clustering,algorithm of abnormal intrusion recognition and other special scene models of scenic spots in bamboo forests.[Conclusion]The large mechanism of the demand for visual algorithm model under the current scientific and technological policing mechanism has been changed.And there's no need to rely on the time-consuming and labor-intensive training mode of algorithm technology companies in various industries,each police officer can be a trainer of algorithms,and combine their own needs to train algorithm models that meet the needs of their work.It has promoted the three-wheel drive of"technology,mechanism and system",given theoretical technology to practice,and achieved the goal of"science and technology ecological policing".
Bamboo forest ecologyEcological policingVisual big modelSelf supervisedlearningPractical innovation
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