System and method for compressing images for remote processing
AssigneeAlibaba Group Holding Limited
InventorsSicheng Li, Zihao Liu, Yen-Kuang Chen
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Abstract
The present disclosure relates to a system and method for image processing. In some embodiments, an exemplary image processing method includes: receiving an image; compressing, with a compression neural network, the image into a compressed representation; and performing, with a processing neural network, a machine learning task on the compressed representation to generate a learning result. The compression neural network and the processing neural network are jointly trained.
Claims20
An image processing method, comprising:
- receiving an image;
- compressing, with a compression neural network, the image into a compressed representation;
- and
- performing, with a processing neural network, a machine learning task on the compressed representation to generate a learning result,
- wherein the compression neural network and the processing neural network are jointly trained.
An image processing system, comprising:
- at least one memory for storing instructions;
- and
- at least one processor configured to execute the instructions to cause the system to perform:
- receiving an image;
- compressing, with a compression neural network, the image into a compressed representation;
- and
- performing, with a processing neural network, a machine learning task on the compressed representation to generate a learning result,
- wherein the compression neural network and the processing neural network are jointly trained.
A non-transitory computer readable storage medium storing a set of instructions that are executable by one or more processing devices to cause an image processing system to perform:
- receiving an image;
- compressing, with a compression neural network, the image into a compressed representation;
- and
- performing, with a processing neural network, a machine learning task on the compressed representation to generate a learning result,
- wherein the compression neural network and the processing neural network are jointly trained.
Dependencies are inferred from the claim text.