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cs.CV2023
Automated Heterogeneous Low-Bit Quantization of Multi-Model Deep Learning Inference Pipeline
Jayeeta Mondal, Swarnava Dey, Arijit Mukherjee
Multiple Deep Neural Networks (DNNs) integrated into single Deep Learning (DL) inference pipelines e.g. Multi-Task Learning (MTL) or Ensemble Learning (EL), etc., albeit very accur…
cs.CV2023
DietCNN: Multiplication-free Inference for Quantized CNNs
Swarnava Dey, Pallab Dasgupta, Partha P Chakrabarti
The rising demand for networked embedded systems with machine intelligence has been a catalyst for sustained attempts by the research community to implement Convolutional Neural Ne…