#RecurrentResidual скачать в хорошем качестве

#RecurrentResidual

This video is very useful for learn Deep learning Lecture by Nagarajan.S Assistant Professor CINTEL SRMIST R2U-Net is an image segmentation task-focused network that mixes residual and recurrent connections to boost performance and manage sequential data. Encoder for U-Net: The R2U-Net starts with a typical U-Net encoder, which is made up of multiple convolutional blocks that are organized in a contracting route. Each block is often composed of convolutional layers, activation functions (such as ReLU), and down-sampling processes (such as max-pooling) While extracting hierarchical features, the encoder gradually lowers the spatial dimensions of the input image. Residual Connections: Residual connections are introduced within the U-Net blocks in the R2U-Net. These links allow the network to learn the residual (or difference) between a block’s output and its input . The residual is then added back to the original input, assisting in gradient propagation during training and allowing the network to acquire richer representations without vanishing gradients. Recurring Connections: The addition of recurring connections is the R2U-Net’s fundamental innovation. Each U-Net block (both encoder and decoder) includes a recurrent layer, such as a Gated Recurrent Unit (GRU) . By keeping an internal memory state that changes and transfers information through time, these recurrent connections allow the network to capture long-term dependencies in the data. U-Net Decoder: Following the encoder, the R2U-Net includes a U-Net decoder, which is made up of multiple convolutional blocks arranged in a long path. Each block is typically composed of transposed convolutions (also called up-sampling or deconvolution), concatenation with encoder skip connections, and convolutional layers with activation functions. #Tutorial for Machine Learning    • #Lec 2: Machine Learning Life cycle|#Tutor...   #Tutorial for DeepLearning #Tutorial for DBMS(GATE/UGC/NET/ALL UNIV)    • #Tutorial for Operating System   #Tutorial for Computer Networks(GATE/UGC/NET)    • #Tutorial for Computer networks   #Tutorial for Java Beginners(GATE/UGC/NET)    • #Tutorial for  Java Beginners   #Tutorial for C programming(GATE/UGC/NET)    • #Tutorial for C  Programming   #Tutorial for Artificial Intelligence(GATE/UGC/NET)    • #Tutorial for Artificial Intelligence   #Tutorial for Computer Organization/Architecture(GATE/UGC/NET)    • computer organization/architecture  GATE a...   #Tutorial for Python Beginners    • Tutorial  for  Python Beginners   #Tutorial for Python Interview Q& A by Mr.Uday    • #tutorial for Python Interview Q& A by Mr....   #Tutorial for Computer Organization(GATE/UGC/NET)    • Computer Organization(JNTUA R-15,R-19 All ...   #Carrier Tips For B.tech Freshers    • #Careertips  for   B.Tech  freshers( part-...   Thanks For Watching. You can follow and Like us on following social media. facebook: nagarajanhostboxcse LinkedIn-nag1984rajan@gmail.com Skip connections, like the original U-Net, are used to connect the relevant encoder and decoder blocks . By using these skip connections, the decoder can produce feature maps with high resolution from the encoder, assisting in the recovery of spatial in formation and the improvement of segmentation accuracy . #Tutorial for Machine Learning    • #Lec 2: Machine Learning Life cycle|#Tutor...   #Tutorial for DeepLearning #Tutorial for DBMS(GATE/UGC/NET/ALL UNIV)    • #Tutorial for Operating System   #Tutorial for Computer Networks(GATE/UGC/NET)    • #Tutorial for Computer networks   #Tutorial for Java Beginners(GATE/UGC/NET)    • #Tutorial for  Java Beginners   #Tutorial for C programming(GATE/UGC/NET)    • #Tutorial for C  Programming   #Tutorial for Artificial Intelligence(GATE/UGC/NET)    • #Tutorial for Artificial Intelligence   #Tutorial for Computer Organization/Architecture(GATE/UGC/NET)    • computer organization/architecture  GATE a...   #Tutorial for Python Beginners    • Tutorial  for  Python Beginners   #Tutorial for Python Interview Q& A by Mr.Uday    • #tutorial for Python Interview Q& A by Mr....   #Tutorial for Computer Organization(GATE/UGC/NET)    • Computer Organization(JNTUA R-15,R-19 All ...   #Carrier Tips For B.tech Freshers    • #Careertips  for   B.Tech  freshers( part-...   Thanks For Watching. You can follow and Like us on following social media. facebook: nagarajanhostboxcse LinkedIn-nag1984rajan@gmail.com