The Transformer architecture encodes words and phrases in the encoder and decodes them with the decoder to be used by the LLM ... or Long Short Term Memory), is that transformers work with ...

This network follows an encoder-decoder architecture, integrating the multi-path aggregation ... We introduce the AM-MLP module, based on a self-attention mechanism, to automatically extract ...

In this paper, a high-efficiency encoder-decoder structure, inspired by the top-down attention mechanism in human brain perception and named human-like perception attention network (HPANet), is ...

By incorporating the attention mechanism into UNet ... which shares a similar spirit with the encoder–decoder architecture. The encoder comprises several convolution modules to encode the input with ...