06-16-2022, 01:10 PM
DnCNN, which utilizes residual connections and a CNN for image denoising. DnCNN was the first CNN-based denoising approach that can outperform traditional methods. A single model can be used for different applications such as JPEG deblocking and with varying degradation factors. It provides various computer vision tests, including object recognition, image deblurring, and image super-resolution. AI benchmark focuses on the performance of mobile devices for the execution of DNNs instead of evaluating the performance of proposed DNN methods. Therefore, it is not a suitable platform for assessing DNN based video enhancement methods for mobile applications. Moreover, subjective testing is not possible to do with this platform. ZoomSR for evaluating deep learning-based, on-device SR networks. ZoomSR comprises of two tasks for the participants: (i) image task, and (ii) reading task. In the former task, the tested images are examined in terms of their quality. In the latter task, the tested images are assessed how hard their text is to be read. The proposed platform is implemented as an Android application and is described in this section.|Video conferencing is a useful tool that helps teams collaborate, especially as it becomes more common for people to work remotely. Video conferences bring more to the table than regular conference calls, including physical gestures, facial expressions and the ability to share screens. Choosing the right video conferencing service for your business is essential. What qualities should you look for to begin paring down your options? Here are six of the basics qualities to look for when choosing a video conferencing service. 1. In-house network support: The first thing to look for is, whether or not your company supports in-house video conferencing solutions. If your company already has the bandwidth to support video traffic on your network-or you're ready to upgrade to a converged network that will support advanced communications technologies-an in-house solution might be right for your company. If your network already can support the bandwidth for video conferencing, you need to upgrade the existing system to support the video conferencing technology.
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