Dynamic Image Classification Interface for Portable Devices
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Solution Overview
Problem
Image classification models on portable devices face challenges in efficiently presenting multiple classification results due to limited screen space and bandwidth constraints, leading to a tedious user experience and potential inaccuracies.
Innovation Solution
The system generates dynamic graphical user interfaces that filter and prioritize results based on confidence levels and user feedback, allowing users to interactively refine searches and provide corrections, while distributing image classification tasks between local and remote systems to reduce network congestion.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If multiple classification results are presented for user review, then accuracy is improved, but screen space is cluttered and user experience deteriorates
Solution Approach 1:
The classification results are segmented into multiple priority levels (first priority, second priority, etc.) based on confidence scores. Only a limited number of results at each priority level are displayed on the screen at once, preventing clutter while maintaining access to multiple results through structured organization and pagination.
2Loss of information
If all classification results are sent to portable device, then completeness is improved, but bandwidth consumption increases
Solution Approach 1:
The system extracts and transmits only the most relevant classification results (those above a confidence threshold) to the portable device. Lower-priority results are kept on the server and can be retrieved on-demand, reducing initial bandwidth consumption while maintaining result completeness when needed.
Solution Approach 2:
The server performs preliminary filtering and prioritization of classification results before transmission. By pre-processing results to identify and transmit only high-priority matches first, the system reduces network bandwidth usage while ensuring the most important results are immediately available to the user.
3Ease of operation
If highest confidence result is presented only, then screen space is optimized, but accuracy may be compromised
Solution Approach 1:
The interface dynamically adapts to user needs by providing the highest confidence result prominently while allowing easy access to lower-priority results through interactive elements like buttons and scrolling. This dynamic presentation maintains screen space efficiency while preserving access to multiple results for accuracy verification.
Data Source
AI summary
An apparatus for performing image searches including a camera, storage devices storing a set of instructions, and a processor coupled to the at least one storage device and the camera. The instructions configure the at least one processor to perform operations including identifying attributes of the captured image using a classification model; identifying first results based on the identified attributes; selecting a subset of first results based on corresponding probability scores, generating a first graphical user interface including interactive icons corresponding to first results in the subset, an input icon, and a first button. The operations may also include receiving a selection of the first button, performing a search to identify second results, and generating a second graphical user interface displaying the second results.