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A Versatile Hub Model For Efficient Information Propagation And Feature Selection
Hub structure, characterized by a few highly interconnected nodes surrounded by a larger number of nodes with fewer connections, is a prominent topological feature of biological brains, contributing to efficient information transfer and cognitive processing across various species.
Fine-Grained Texture Identification for Reliable Product Traceability
Texture exists in lots of the products, such as wood, beef and compression tea.
Automatic low-bit hybrid quantization of neural networks through meta learning
With the best searched quantization policy, we subsequently retrain or finetune to further improve the performance of the quantized target network.
Design Flow of Accelerating Hybrid Extremely Low Bit-width Neural Network in Embedded FPGA
To create such accelerators, we propose a design flow for accelerating the extremely low bit-width neural network (ELB-NN) in embedded FPGAs with hybrid quantization schemes.
