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On Network Design Spaces for Visual Recognition
Over the past several years progress in designing better neural network ...
05/30/2019 ∙ by Ilija Radosavovic, et al. ∙16 ∙
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Mesh R-CNN
Rapid advances in 2D perception have led to systems that accurately dete...
06/06/2019 ∙ by Georgia Gkioxari, et al. ∙5 ∙
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PHYRE: A New Benchmark for Physical Reasoning
Understanding and reasoning about physics is an important ability of int...
08/15/2019 ∙ by Anton Bakhtin, et al. ∙4 ∙
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Love Thy Neighbors: Image Annotation by Exploiting Image Metadata
Some images that are difficult to recognize on their own may become more...
08/30/2015 ∙ by Justin Johnson, et al. ∙1 ∙
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DenseCap: Fully Convolutional Localization Networks for Dense Captioning
We introduce the dense captioning task, which requires a computer vision...
11/24/2015 ∙ by Justin Johnson, et al. ∙0 ∙
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Visualizing and Understanding Recurrent Networks
Recurrent Neural Networks (RNNs), and specifically a variant with Long S...
06/05/2015 ∙ by Andrej Karpathy, et al. ∙0 ∙
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Characterizing and Improving Stability in Neural Style Transfer
Recent progress in style transfer on images has focused on improving the...
05/05/2017 ∙ by Agrim Gupta, et al. ∙0 ∙
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Perceptual Losses for Real-Time Style Transfer and Super-Resolution
We consider image transformation problems, where an input image is trans...
03/27/2016 ∙ by Justin Johnson, et al. ∙0 ∙
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Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations
Despite progress in perceptual tasks such as image classification, compu...
02/23/2016 ∙ by Ranjay Krishna, et al. ∙0 ∙
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Inferring and Executing Programs for Visual Reasoning
Existing methods for visual reasoning attempt to directly map inputs to ...
05/10/2017 ∙ by Justin Johnson, et al. ∙0 ∙
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CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning
When building artificial intelligence systems that can reason and answer...
12/20/2016 ∙ by Justin Johnson, et al. ∙0 ∙
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A Hierarchical Approach for Generating Descriptive Image Paragraphs
Recent progress on image captioning has made it possible to generate nov...
11/20/2016 ∙ by Jonathan Krause, et al. ∙0 ∙
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Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks
Understanding human motion behavior is critical for autonomous moving pl...
03/29/2018 ∙ by Agrim Gupta, et al. ∙0 ∙
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DDRprog: A CLEVR Differentiable Dynamic Reasoning Programmer
We present a novel Dynamic Differentiable Reasoning (DDR) framework for ...
03/30/2018 ∙ by Joseph Suarez, et al. ∙0 ∙
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Image Generation from Scene Graphs
To truly understand the visual world our models should be able not only ...
04/04/2018 ∙ by Justin Johnson, et al. ∙0 ∙
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HiDDeN: Hiding Data With Deep Networks
Recent work has shown that deep neural networks are highly sensitive to ...
07/26/2018 ∙ by Jiren Zhu, et al. ∙0 ∙
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Temporal Reasoning via Audio Question Answering
Multimodal question answering tasks can be used as proxy tasks to study ...
11/21/2019 ∙ by Haytham M. Fayek, et al. ∙0 ∙
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