In 2021, the Transformer based models have demonstrated extraordinary achievement in the field of computer vision. Among which, Maskformer, a Transformer based model adopting the mask classification ...

The medical application of Computed Tomography (CT) is to provide detailed anatomical structures of patients without the need for invasive procedures like surgery, which is very useful for clinicians ...

Figure 2 shows the convergence of the three models: InteractE, our encoder model with InteractE as the decoder, and Conv-TransE as the decoder. Because Conv-TransE uses a different loss function, we ...

Following a standard encoder-decoder architecture, we leverage features extracted using high-performing pre-trained networks when initializing our encoder along with augmentation and training ...

In this article, we are going to see how we can remove noise from the image data using an encoder-decoder model. We will go through two approaches of denoising with encoder-decoder, one with dense ...