October 2022

MODNet Architecture 0

MODNet: Real-Time Trimap-Free Portrait Matting via Objective Decomposition

In this work, we present a lightweight matting objective decomposition network (MODNet) for portrait matting in real-time with a single input image. MODNet inputs a single RGB image and applies explicit constraints to solve matting sub-objectives simultaneously in one stage. The research paper is accepted at AAAI 2022 conference. Research...

VGG19 UNET 0

VGG19 UNET Implementation in TensorFlow

In this tutorial, we are going to implement the U-Net architecture in TensorFlow, where we will replace its encoder with a pre-trained VGG19 architecture. The VGG19 is already trained on the ImageNet classification dataset. Therefore, it would have already learned the required features, which would help to boost the overall...

A human like robot 0

Why Deep Learning is not Artificial General Intelligence (AGI)

With the development in the field of deep learning, it has become a frontier in solving multiple challenging problems in computer vision, games, self-driving cars and many more.  Deep learning has even achieved superhuman performance in some tasks, but still, it lacks some fundamental features which are required for a...