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This article discusses the application of image acquisition equipment in the Internet of Things and the use of edge computing to preprocess images. It also introduces the SSD algorithm and proposes a multiscale feature fusion attention mechanism structure based on SSD algorithm to improve the accuracy of system detection. Experiments show that the detection accuracy of the optimized model is improved, and the reliability of edge computing is improved.