Development Scope
Device and interface access
Integrate the specified camera, main controller, algorithm running environment and 4G module, configure model input, event fields and image evidence storage strategy.
Product business functions
Integrate specified algorithms, cameras and 4G links to develop event structuring, image or video clip upload, log and model version management.
Platform and data connection
Combined with the business link of image collection → encoding or local inference → video recording and evidence caching → 4G → video or event platform, the device identity, data fields, update time, abnormal status and result confirmation method are defined.
Exception handling and operational constraints
The algorithm effect is determined by target samples and field testing; 4G development covers networking and data links, and model training and recognition tasks are separately defined.
Data and Operational Workflow
Image collection → Local algorithm reasoning → Event and evidence generation → 4G upload → Platform review, retrieval and equipment operation and maintenance.
The device side, communication side and platform side retain necessary status and logs respectively. Project integration testing is checked with actual equipment data and execution results, and network connection status and business completion status are recorded separately.
Project Inputs
- Existing device models, interface and wiring diagrams, licensing agreements, data samples and available codes.
- Business processes and parameters: target algorithm, image input, event frequency, evidence cache and model version.
- Target location, operator, SIM/APN, power supply, installation method and equipment size.
- Existing platform interfaces, user roles, development modules, number of prototypes and planned nodes.
Deliverables and Acceptance
| Deliverables | Delivery content | Verification method |
|---|---|---|
| product realization | Hardware design data, prototypes or existing equipment modification data involved in the project, as well as corresponding firmware and interfaces | Check event fields with corresponding images or clips. |
| Business integration testing | Data fields, status definitions, platform adaptation procedures and business integration testing records | Test evidence caching during network outages. |
| Version and test data | Target hardware and software versions, build or deployment instructions, parameter configurations and test logs | Record the target model, input conditions, processing speed and resource usage. |
First confirm the scope and key functions, then complete prototype or software development, system integration testing and stage acceptance. The acceptance conditions list the prototype, version, environment, duration and passing threshold; source code, design documents, third-party licenses, materials, traffic, cloud resources and on-site work are agreed separately.
Frequently Asked Questions
Can I only upload the recognition event without continuously uploading the video?+
Events, pictures or short clips can be uploaded after inference is completed on the device. It is necessary to determine the evidence retention, triggering frequency and caching rules, and verify the resource and traffic conditions when abnormalities occur frequently.
Is it possible to delegate only part of the functionality of an edge AI vision terminal?+
The device interface, terminal program, 4G communication and platform integration testing can be split based on the existing R&D foundation. Please provide existing information and target boundaries, first check the "target algorithm, image input, event frequency, evidence cache and model version", and then clarify the deliverables and interface responsibilities of each module.
How are costs and cycle time assessed?+
Split the workload based on target devices, interfaces, existing data, and verification criteria. This project focuses on checking the target algorithm, image input, event frequency, evidence cache and model version; when prototypes, on-site integration testing or third-party platform cooperation are required, the corresponding costs, prerequisites and nodes will be listed separately.
Online
Phone
WeChat
Top