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Computer vision system marries image recognition and generation

Computer vision system marries image recognition and generation
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Tianhong Li , Huisheng Wang , Artificial Intelligence Laboratory , Msked Generative Encoder , Masked Generative Encoder , Machine Intelligence , Generative Encoder , Unify Representation Learning , Image Synthesis ,

"Low-dose CT Image Synthesis for Domain Adaptation Imaging Using a Gene" by Ming Li, Jiping Wang et al.

Deep learning (DL) based image processing methods have been successfully applied to low-dose x-ray images based on the assumption that the feature distribution of the training data is consistent with that of the test data. However, low-dose computed tomography (LDCT) images from different commercial scanners may contain different amounts and types of image noise, violating this assumption. Moreover, in the application of DL based image processing methods to LDCT, the feature distributions of LDCT images from simulation and clinical CT examination can be quite different. Therefore, the network models trained with simulated image data or LDCT images from one specific scanner may not work well for another CT scanner and image processing task. To solve such domain adaptation problem, in this study, a novel generative adversarial network (GAN) with noise encoding transfer learning (NETL), or GAN-NETL, is proposed to generate a paired dataset with a different noise style. Specifically, we pr ....

Biomedical Imaging , Computed Tomography , Deep Learning , Domain Adaptation , Generative Adversarial Networks , Mage Coding , Image Synthesis , Task Analysis , Transfer Learning ,

IIT Jodhpur starts new MTech program in Augmented Reality (AR) and Virtual Reality (VR)

JODHPUR : The Indian Institute of Technology Jodhpur, in collaboration with iHub Drishti Foundation, the Technology Innovation Hub (TIH) at IIT Jodhpur, is starting a new part-time online MTech program with campus immersions for working professionals ....

Neeraj Jain , Santanu Chaudhury , Head Of Department , Hub Drishti Foundation , Technology Innovation Hub , Indian Institute Of Technology Jodhpur , Indian Institute , Technology Jodhpur , Augmented Reality , Virtual Reality , Artificial Intelligence , Data Science , Consumer Experience , Game Design , Medical Applications , Image Synthesis ,