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- W4308264965 abstract "In edge-cloud collaborative intelligence (CI), an unreliable transmission channel exists in the information path of the AI model performing the inference. It is important to be able to simulate the performance of the CI system across an imperfect channel in order to understand system behavior and develop appropriate error control strategies. In this paper we present a simulation framework called DFTS2, which enables researchers to define the components of the CI system in TensorFlow~2, select a packet-based channel model with various parameters, and simulate system behavior under various channel conditions and error/loss control strategies. Using DFTS2, we also present the most comprehensive study to date of the packet loss concealment methods for collaborative image classification models." @default.
- W4308264965 created "2022-11-09" @default.
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- W4308264965 date "2021-12-01" @default.
- W4308264965 modified "2023-09-26" @default.
- W4308264965 title "DFTS2: Simulating Deep Feature Transmission Over Packet Loss Channels" @default.
- W4308264965 doi "https://doi.org/10.48550/arxiv.2112.00794" @default.
- W4308264965 hasPublicationYear "2021" @default.
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