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Info Title: CollaGAN : Collaborative GAN for Missing Image Data Imputation Task: Image Generation Author: Dongwook Lee Arxiv: 1829 Published: CVPR 2019 Highlights Many-to-One image generation: The underlying image manifold can be learned more synergistically from the multiple input data set sharing the same manifold structure, rat...

Note: This functionality is only available for Professional version of PyCharm Step 1: Export Docker Daemon via TCP # stop docker service sudo service docker stop # export daemon sudo dockerd -H unix:///var/run/docker.sock -H tcp://127.0.0.1:2375 The Docker daemon can listen for Docker Engine API requests via three different types of Socket...

Info U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation Junho Kim (NCSOFT), Minjae Kim (NCSOFT), Hyeonwoo Kang (NCSOFT), Kwanghee Lee (Boeing Korea) Abstract * We propose a novel method for unsupervised image-to-image translation, which incorporates a new attenti...

Info U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation Junho Kim (NCSOFT), Minjae Kim (NCSOFT), Hyeonwoo Kang (NCSOFT), Kwanghee Lee (Boeing Korea) Abstract * We propose a novel method for unsupervised image-to-image translation, which incorporates a new attentio...

Info Title: DLOW: Domain Flow for Adaptation and Generalization Task: Image Generation, Domain Adaptation Author: Rui Gong, Wen Li, Yuhua Chen, Luc Van Gool Arxiv: 1812.05418 Published: CVPR 2019 Highlights The DLOW model is able to produce a sequence of intermediate domains shifting from the source domain to the target domain. ...

Object Detection: Calculating IOU Calculate overlap between two set of bboxes ​ If is_aligned is False, then calculate the ious between each bbox ​ of bboxes1 and bboxes2, otherwise the ious between each aligned pair of ​ bboxes1 and bboxes2. ​ Args: ​ bboxes1 (Tensor): shape (m, 4) ​ bboxes2 (Tensor): shape (n, ...

Info Title: Geometry-Consistent Generative Adversarial Networks for One-Sided Unsupervised Domain Mapping Task: Image Generation Author: Chaohui Wang, Huan Fu, Mingming Gong, Kayhan Batmanghelich, Kun Zhang, Dacheng Tao Arxiv: 1809.05852 Published: CVPR 2019 Abstract Unsupervised domain mapping aims to learn a function to transla...

2-stage Anchor Generator: Fast RCNN, Faster RCNN, Mask RCNN class AnchorGenerator(object): def __init__(self, base_size, scales, ratios, scale_major=True, ctr=None): self.base_size = base_size self.scales = torch.Tensor(scales) self.ratios = torch.Tensor(ratios) self.scale_major = scale_major self.ct...