Perceptual Generative Adversarial Networks For Small
Found 3 free book(s)
Perceptual Generative Adversarial Networks for Small ...
openaccess.thecvf.comPerceptual Generative Adversarial Networks for Small Object Detection Jianan Li1 Xiaodan Liang2 Yunchao Wei3 Tingfa Xu1∗ Jiashi Feng 3 Shuicheng Yan3,4 1 Beijing Institute of Technology 2 CMU 3 National University of Singapore 4 360 AI Institute {20090964, ciom xtf1}@bit.edu.cn xiaodan1@cs.cmu.edu {eleweiyv, elefjia}@nus.edu.sg yanshuicheng@360.cn
Christian Ledig, Lucas Theis, Ferenc Huszar, Jose ...
arxiv.orga generative adversarial network (GAN) for image super-resolution (SR). To our knowledge, it is the first framework capable of inferring photo-realistic natural images for 4 upscaling factors. To achieve this, we propose a perceptual loss function which consists of an adversarial loss and a content loss. The adversarial loss pushes our solution to
Taming Transformers for High-Resolution Image Synthesis
openaccess.thecvf.comthe pixels, a shallow VQVAE with small receptive field is employed. In contrast, we demonstrate that a powerful first stage, which captures as much context as possible in the learned representation, is critical to enable efficient high-resolution image synthesis with transformers. 3. Approach Our goal is to exploit the highly promising ...