What are the main challenges in change detection for AI?
An example of an AI chatbot conversation about challenges in detecting changes using AI.
What are the main challenges in change detection for AI?
Change detection in AI involves identifying differences in data over time, which can be complex due to various factors.
Can you elaborate on those factors?
Sure! Factors include data quality, noise, varying data formats, and the need for real-time processing.
How does noise affect change detection?
Noise can obscure true changes, leading to false positives or missed detections, complicating the analysis.
What techniques can mitigate these challenges?
Techniques like data preprocessing, using robust algorithms, and incorporating machine learning can help mitigate these challenges.
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