622 citations · 1.4k across the 32 of their papers we have counts for
6 papers · 1 filter
Classification Confidence Estimation with Test-Time Data-Augmentation
Yuval Bahat, Gregory Shakhnarovich
Machine learning plays an increasingly significant role in many aspects of our lives (including medicine, transportation, security, justice and other domains), making the potential…
Detection and Description of Change in Visual Streams
Davis Gilton, Ruotian Luo, Rebecca Willett +1
This paper presents a framework for the analysis of changes in visual streams: ordered sequences of images, possibly separated by significant time gaps. We propose a new approach t…
Pixel Consensus Voting for Panoptic Segmentation
Haochen Wang, Ruotian Luo, Michael Maire +1
The core of our approach, Pixel Consensus Voting, is a framework for instance segmentation based on the Generalized Hough transform. Pixels cast discretized, probabilistic votes fo…
Space-Time-Aware Multi-Resolution Video Enhancement
Muhammad Haris, Greg Shakhnarovich, Norimichi Ukita
We consider the problem of space-time super-resolution (ST-SR): increasing spatial resolution of video frames and simultaneously interpolating frames to increase the frame rate. Mo…
Deformable Style Transfer
Sunnie S. Y. Kim, Nicholas Kolkin, Jason Salavon +1
Both geometry and texture are fundamental aspects of visual style. Existing style transfer methods, however, primarily focus on texture, almost entirely ignoring geometry. We propo…
Analysis of diversity-accuracy tradeoff in image captioning
Ruotian Luo, Gregory Shakhnarovich
We investigate the effect of different model architectures, training objectives, hyperparameter settings and decoding procedures on the diversity of automatically generated image c…