Publications | Research

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Artificial Intelligence and Machine Learning
Computer Vision

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2018

Making Convolutional Networks Recurrent for Visual Sequence Learning

Xiaodong Yang, Pavlo Molchanov, Jan Kautz

Deep Semantic Face Deblurring

Ziyi Shen, Wei-Sheng Lai, Tingfa Xu, Jan Kautz, Ming-Hsuan Yang

Probabilistic AND-OR Attribute Grouping for Zero-Shot Learning

Yuval Atzmon, Gal Chechik

Reblur2Deblur: Deblurring Videos via Self-Supervised Learning

Huaijin Chen, Jinwei Gu, Orazio Gallo, Ming-Yu Liu, Ashok Veeraraghavan, Jan Kautz

IamNN: Iterative and Adaptive Mobile Neural Network for Efficient Image Classification

Sam Leroux, Pavlo Molchanov, Pieter Simoens, Bart Dhoedt, Thomas Breuel, Jan Kautz

2017

Unsupervised Image-to-Image Translation Networks

Ming-Yu Liu, Thomas Breuel, Jan Kautz

Learning Affinity via Spatial Propagation Networks

Sifei Liu, Shalini De Mello, Jinwei Gu, Guangyu Zhong, Ming-Hsuan Yang, Jan Kautz

Learning to Super-Resolve Blurry Face and Text Images

Xiangyu Xu, Deqing Sun, Jinshan Pan, Yujin Zhang, Hanspeter Pfister, Ming-Hsuan Yang

A Lightweight Approach for On-the-Fly Reflectance Estimation

Kihwan Kim, Jinwei Gu, Stephen Tyree, Pavlo Molchanov, Matthias Nießner, Jan Kautz

Context-aware Captions from Context-agnostic Supervision

Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik

Learning From Noisy Large-Scale Datasets With Minimal Supervision

Andreas Veit, Neil Alldrin, Gal Chechik, Ivan Krasin, Abhinav Gupta, Serge Belongie

2016

Multilayer and Multimodal Fusion of Deep Neural Networks for Video Classification

Xiaodong Yang, Pavlo Molchanov, Jan Kautz

Learning to generalize to new compositions in image understanding

Yuval Atzmon, Jonathan Berant, Vahid Kezami, Amir Globerson, Gal Chechik

Online Detection and Classification of Dynamic Hand Gestures with Recurrent 3D Convolutional Neural Networks

Pavlo Molchanov, Xiaodong Yang, Shaline Gupta, Kihwan Kim, Stephen Tyree, Jan Kautz

2015

Hand Gesture Recognition with 3D Convolutional Neural Networks

Pavlo Molchanov, Shalini Gupta, Kihwan Kim, Jan Kautz

Winner (1st place) Hand Gesture Recognition Challenge

Adaptive Segmentation based on a Learned Quality Metric

Iuri Frosio, Ed Ratner