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Semantic Image Inpainting with Deep Generative Models
TLDR
We propose a novel method for semantic image inpainting, which generates the missing content by conditioning on the available data. Expand
Efficient Deep Learning for Stereo Matching
TLDR
We propose a matching network which is able to produce very accurate results in less than a second of GPU computation. Expand
Convolutional Image Captioning
TLDR
We develop a convolutional (CNNbased) image captioning method that shows comparable performance to an LSTM based method on the MSCOCO dataset. Expand
VideoMatch: Matching based Video Object Segmentation
TLDR
We present an end-to-end trainable approach for fast semi-supervised video object segmentation that does not require any fine-tuning. Expand
Generative Modeling Using the Sliced Wasserstein Distance
TLDR
We propose an alternative formulation for generative modeling based on random projections which, in its simplest form, results in a single objective rather than a saddle-point formulation. Expand
Fully Connected Deep Structured Networks
TLDR
Convolutional neural networks with many layers have recently been shown to achieve excellent results on many high-level tasks such as image classification, object detection and more recently also semantic segmentation. Expand
Creativity: Generating Diverse Questions Using Variational Autoencoders
TLDR
In this paper we propose a creative algorithm for visual question generation which combines the advantages of variational autoencoders with long short-term memory networks. Expand
Learning Deep Structured Models
TLDR
We propose a training algorithm that is able to learn structured models jointly with deep features that form the MRF potentials. Expand
Factor Graph Attention
TLDR
We address this issue and develop a general attention mechanism for visual dialog which operates on any number of data utilities. Expand
Diverse Generation for Multi-Agent Sports Games
TLDR
In this paper, we propose a new generative model for multi-agent trajectory data, focusing on the case of multi-player sports games. Expand
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