… the quantization table of each tile selected based on the CICO-derived compression quality.
A higher value of the compression quality means smaller values in the quantization table …

… a common model stem, or compression and quantization to reduce the model size incur high
… to existing systems that directly optimize the computation (not memory) required in video …

… for data-driven video coding. Firstly, we analyze the representations and redundancies of
video data. Secondly, we review the development of video coding standards and key …

… quantized to a discrete distribution with non-negative integer support. For others, users have
to provide the quantization … BlazeIt: optimizing declarative aggregation and limit queries for …

… to consider any batch processing optimizations. Processing video analytics on data centers
in … Apart from the input size, quantization is another technique that aims to improve inference …

… in some of the accuracy metrics after Quantization but in other side … optimizing real-time
video analytics, providing valuable insights into the ideal configurations for running our optimized …

… In coarse-grained optimization, modifying the learning capacity of any neural network by …
ing, and quantization of weights/model [10]. On the contrary, fine-grained optimization considers …

… -driven pipeline for edge-assisted video analytics. Compared with the … techniques based
on data quantization, pruning or … scope: optimizing neural network queries over video at scale,…

… C3 for video analytics and real-time processing of uplink video data is … We carefully review
system architectures and optimization … These coefficients are finally quantized according to the …