main webpage W Topic Deep Learning Astronomy and Computing • Vol 44 Radio sources segmentation and classification with deep learning 2023 Modern large radio continuum surveys have high sensitivity and resolution, and can resolve previously undetected extended and diffuse emissions, which brings great challenges for the detection and morphological classification of extended sources. We present H… Article Open Deep Learning Open Article Page

Deep Learning

Branch of machine learning In machine learning, deep learning focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation learning. The field takes inspiration from biological neuroscience and is centered around stacking artificial neurons into layers and "training" them to process data. The adjective "deep" refers to the use of multiple layers (ranging from three to several hundred or thousands) in the network. Methods used can be supervised, semi-supervised or unsupervised. Some common deep learning network architectures include fully connected networks, deep belief networks, recurrent neural networks, convolutional neural networks, generative adversarial networks, transformers, and neural radiance fields. Critical Symbolic Virtual Narrative Open Deep Learning Open Article Page

Exploring foci of: Astronomy and Computing • Vol 44 Radio sources segmentation and classification with deep learning 2023 Modern large radio continuum surveys have high sensitivity and resolution, and can resolve previously undetected extended and diffuse emissions, which brings great challenges for the detection and morphological classification of extended sources. We present HeTu-v2, a deep learning-based source detector that uses the combined networks of Mask Region-based Convolutional Neural Networks (Mask R-CNN) and a Transformer block to achieve high-quality radio sources segmentation and classification. The sources are classif… Open Article Page

Click Deep Learning Vs: Computer Science Sky Artificial Intelligence Convolutional Neural Network Segmentation Fault Galaxy Physics Astrophysics Optics Open Article Page

Explore Deep Learning W Topic Deep Learning Astronomy and Computing • Vol 44 Radio sources segmentation and classification with deep learning 2023 Modern large radio continuum surveys have high sensitivity and resolution, and can resolve previously undetected extended and diffuse emissions, which brings great challenges for the detection and morphological classification of extended sources. We present H… Article Critical Symbolic Virtual Narrative Open Deep Learning Open Article Page