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Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints Ruiqi Wang, Hanyang Liu, Jiaming Qiu, Moran Xu, Roch Gurin, Chenyang Lu Department of Computer Science and Engineering
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Progressive neural compression is used for efficiently compressing neural network models to reduce their size and improve inference speed while maintaining performance.
Researchers, developers, and organizations that utilize neural networks in their applications may be required to file for progressive neural compression, especially if it involves proprietary or sensitive data.
To fill out a progressive neural compression form, one must provide details such as the model architecture, data specifications, compression methods used, and performance metrics before and after compression.
The purpose of progressive neural compression is to enhance the efficiency of neural networks by reducing their computational footprint, enabling them to run on devices with limited resources.
The information that must be reported includes the original model size, compressed model size, performance metrics, the techniques used for compression, and any alterations made to the original model.
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