A decoder is a long short-term memory (LSTM) layer that will generate a caption for an image. To build a simple model, we can just pass the encoder embedding as input to the LSTM. However, this could ...

Generate caption on images using CNN Encoder- LSTM Decoder structure. This project is the second project of Udacity's Computer Vision Nanodegree and combines computer vision and machine translation ...

Specifically, we designed CNN with encoder-decoder architecture. In the reconstruction part of hazy images, we used attention mechanism to remove the distortion and artifacts in the focused part of ...

The proposed network follows an encoder–decoder architecture that merges a transformer-based encoder with a CNN-based decoder. First, we incorporate the Swin transformer as the encoder to address the ...

CNNs excel in handling grid-like data such as images, RNNs are unparalleled in their ability to process sequential data, GANs offer remarkable capabilities in generating new data samples, Transformers ...