Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network

• Published in: Neural Information Processing Vol. 10635; pp. 217 - 225
• Main Authors: Yamanaka, Jin, Kuwashima, Shigesumi, Kurita, Takio
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2017; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Deep CNN; Deep learning; Image super resolution; Network in network; Residual net; Skip connection

We propose a highly efficient and faster Single Image Super-Resolution (SISR) model with Deep Convolutional neural networks (Deep CNN). Deep CNN have recently shown that they have a significant reconstruction performance on single-image super-resolution. The current trend is using deeper CNN layers...