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20142026
most citedOn Convergence and Stability of GANs

228 citations · 683 across the 35 of their papers we have counts for

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Showing 2017Show all

7 papers · 1 filter

cs.CV2017★ 4 cited

Geometry-Aware Learning of Maps for Camera Localization

Samarth Brahmbhatt, Jinwei Gu, Kihwan Kim +2

Maps are a key component in image-based camera localization and visual SLAM systems: they are used to establish geometric constraints between images, correct drift in relative pose…

cs.CV2017★ 25 cited

TextureGAN: Controlling Deep Image Synthesis with Texture Patches

Wenqi Xian, Patsorn Sangkloy, Varun Agrawal +5

In this paper, we investigate deep image synthesis guided by sketch, color, and texture. Previous image synthesis methods can be controlled by sketch and color strokes but we are t…

cs.CV2017★ 2 cited

Revisiting IM2GPS in the Deep Learning Era

Nam Vo, Nathan Jacobs, James Hays

Image geolocalization, inferring the geographic location of an image, is a challenging computer vision problem with many potential applications. The recent state-of-the-art approac…

cs.AI2017★ 228 cited

On Convergence and Stability of GANs

Naveen Kodali, Jacob Abernethy, James Hays +1

We propose studying GAN training dynamics as regret minimization, which is in contrast to the popular view that there is consistent minimization of a divergence between real and ge…

cs.CV2017★ 5 cited

Super-resolution Using Constrained Deep Texture Synthesis

Libin Sun, James Hays

Hallucinating high frequency image details in single image super-resolution is a challenging task. Traditional super-resolution methods tend to produce oversmoothed output images d…

cs.CV2017★ 4 cited

Complex Event Recognition from Images with Few Training Examples

Unaiza Ahsan, Chen Sun, James Hays +1

We propose to leverage concept-level representations for complex event recognition in photographs given limited training examples. We introduce a novel framework to discover event…