Title
Learning Depth from Single Images with Deep Neural Network Embedding Focal Length Lei He Guanghui Wang Zhanyi Hu MDE 28 173 0 27 Mar 2018
Data-driven Discovery of Closure Models Shaowu Pan Karthik Duraisamy AI4CE 35 91 0 25 Mar 2018
DeepMood: Modeling Mobile Phone Typing Dynamics for Mood Detection Bokai Cao Lei Zheng Chenwei Zhang Philip S. Yu A. Piscitello John Zulueta Olusola Ajilore K. Ryan Alex Leow 15 125 0 23 Mar 2018
A Deep Error Correction Network for Compressed Sensing MRI Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley MedIm 39 12 0 23 Mar 2018
Generalizability vs. Robustness: Adversarial Examples for Medical Imaging Magdalini Paschali Sailesh Conjeti Fernando Navarro Nassir Navab OOD MedIm AAML 27 91 0 23 Mar 2018
Deep learning and its application to medical image segmentation H. Roth Chen Shen H. Oda M. Oda Y. Hayashi K. Misawa K. Mori MedIm SSeg 48 115 0 23 Mar 2018
Learning State Representations for Query Optimization with Deep Reinforcement Learning Jennifer Ortiz Magdalena Balazinska J. Gehrke S. S. Keerthi 58 162 0 22 Mar 2018
Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks P. Stinis Tobias J. Hagge A. Tartakovsky Enoch Yeung GAN AI4CE 56 33 0 22 Mar 2018
AllenNLP: A Deep Semantic Natural Language Processing Platform Matt Gardner Joel Grus Mark Neumann Oyvind Tafjord Pradeep Dasigi Nelson F. Liu Matthew E. Peters Michael Schmitz Luke Zettlemoyer VLM 28 1,279 0 20 Mar 2018
A Survey of Deep Learning Techniques for Mobile Robot Applications Jahanzaib Shabbir T. Anwer 48 36 0 20 Mar 2018
Learning Dynamic Memory Networks for Object Tracking Tianyu Yang Antoni B. Chan 32 284 0 20 Mar 2018
Transferring Rich Deep Features for Facial Beauty Prediction Lu Xu Jinhai Xiang Xiaohui Yuan 3DH CVBM 13 31 0 20 Mar 2018
Why not be Versatile? Applications of the SGNMT Decoder for Machine Translation Felix Stahlberg Danielle Saunders Gonzalo Iglesias Bill Byrne 36 11 0 20 Mar 2018
Constrained Deep Learning using Conditional Gradient and Applications in Computer Vision Sathya Ravi Tuan Dinh Vishnu Suresh Lokhande Vikas Singh AI4CE 41 22 0 17 Mar 2018
Aggregated Sparse Attention for Steering Angle Prediction Sen He D. Kangin Yang Mi N. Pugeault LLMSV 30 5 0 15 Mar 2018
Training of Convolutional Networks on Multiple Heterogeneous Datasets for Street Scene Semantic Segmentation Panagiotis Meletis Gijs Dubbelman SSeg 23 63 0 15 Mar 2018
Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection Chengyang Li Dan Song Ruofeng Tong Min Tang ObjD 24 363 0 14 Mar 2018
C-LSTM: Enabling Efficient LSTM using Structured Compression Techniques on FPGAs Shuo Wang Zhe Li Caiwen Ding Bo Yuan Yanzhi Wang Qinru Qiu Yun Liang 28 192 0 14 Mar 2018
A Survey on Deep Learning Toolkits and Libraries for Intelligent User Interfaces Jan Zacharias Michael Barz Daniel Sonntag VLM 41 33 0 13 Mar 2018
Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep Learning Nicolas Papernot Patrick McDaniel OOD AAML 13 505 0 13 Mar 2018
Maintaining Natural Image Statistics with the Contextual Loss Roey Mechrez Itamar Talmi Firas Shama Lihi Zelnik-Manor GAN 40 94 0 13 Mar 2018
idtracker.ai: Tracking all individuals in large collectives of unmarked animals Francisco Romero-Ferrero M. Bergomi R. Hinz Francisco J. H. Heras G. D. de Polavieja 11 19 0 12 Mar 2018
Improved Deep Hashing with Soft Pairwise Similarity for Multi-label Image Retrieval Zheng Zhang Qin Zou Yuewei Lin Qian Wang Qingquan Li 39 21 0 08 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 11 1,135 0 06 Mar 2018
The Contextual Loss for Image Transformation with Non-Aligned Data Roey Mechrez Itamar Talmi Lihi Zelnik-Manor 74 388 0 06 Mar 2018
Blind Channel Equalization using Variational Autoencoders Avi Caciularu D. Burshtein 27 63 0 05 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 43 1,552 0 03 Mar 2018
Chest X-Ray Analysis of Tuberculosis by Deep Learning with Segmentation and Augmentation S. Stirenko Yuriy Kochura Oleg Alienin Oleksandr Rokovyi Peng Gang Wei Zeng Yuri G. Gordienko 32 116 0 03 Mar 2018
Distributed Prioritized Experience Replay Dan Horgan John Quan David Budden Gabriel Barth-Maron Matteo Hessel H. V. Hasselt David Silver 113 733 0 02 Mar 2018
Deep-neural-network based sinogram synthesis for sparse-view CT image reconstruction Hoyeon Lee Jongha Lee Hyeongseok Kim B. Cho Seungryong Cho 27 225 0 02 Mar 2018
Predictive Uncertainty Estimation via Prior Networks A. Malinin Mark Gales UD BDL EDL UQCV PER 64 903 0 28 Feb 2018
Solving for high dimensional committor functions using artificial neural networks Y. Khoo Jianfeng Lu Lexing Ying 37 137 0 28 Feb 2018
Neural Aesthetic Image Reviewer Wenshan Wang Su Yang Weishan Zhang Jiulong Zhang 22 38 0 28 Feb 2018
Var-CNN: A Data-Efficient Website Fingerprinting Attack Based on Deep Learning Sanjit Bhat David Lu Albert Kwon S. Devadas AAML 21 190 0 28 Feb 2018
Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs T. Garipov Pavel Izmailov Dmitrii Podoprikhin Dmitry Vetrov A. Wilson UQCV 29 739 0 27 Feb 2018
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces Isabelle Augenstein Sebastian Ruder Anders Søgaard SSL 51 73 0 27 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 38 705 0 26 Feb 2018
PBGen: Partial Binarization of Deconvolution-Based Generators for Edge Intelligence Jinglan Liu Jiaxin Zhang Yukun Ding Xiaowei Xu Meng Jiang Yiyu Shi 57 4 0 26 Feb 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 26 686 0 25 Feb 2018
Wide Compression: Tensor Ring Nets Wenqi Wang Yifan Sun Brian Eriksson Wenlin Wang Vaneet Aggarwal 18 168 0 25 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 43 86 0 25 Feb 2018
Learning Latent Permutations with Gumbel-Sinkhorn Networks Gonzalo E. Mena David Belanger Scott W. Linderman Jasper Snoek 57 265 0 23 Feb 2018
SeNA-CNN: Overcoming Catastrophic Forgetting in Convolutional Neural Networks by Selective Network Augmentation Abel S. Zacarias Luís A. Alexandre CLL 32 12 0 22 Feb 2018
Stroke Controllable Fast Style Transfer with Adaptive Receptive Fields Yongcheng Jing Yang Liu Yezhou Yang Zunlei Feng Yizhou Yu Dacheng Tao Xiuming Zhang 43 118 0 20 Feb 2018
Online Detection of Action Start in Untrimmed, Streaming Videos Zheng Shou Junting Pan Jonathan Chan K. Miyazawa Hassan Mansour A. Vetro Xavier Giró-i-Nieto Shih-Fu Chang 40 61 0 19 Feb 2018
A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets Fabian Schuiki Michael Schaffner Frank K. Gürkaynak Luca Benini 31 70 0 19 Feb 2018
Horovod: fast and easy distributed deep learning in TensorFlow Alexander Sergeev Mike Del Balso 36 1,214 0 15 Feb 2018
3D Convolutional Encoder-Decoder Network for Low-Dose CT via Transfer Learning from a 2D Trained Network Hongming Shan Yi Zhang Qingsong Yang Uwe Krüger Mannudeep K. Kalra Ling Sun W. Cong Ge Wang MedIm 27 349 0 15 Feb 2018
Understanding Membership Inferences on Well-Generalized Learning Models Yunhui Long Vincent Bindschaedler Lei Wang Diyue Bu Xiaofeng Wang Haixu Tang Carl A. Gunter Kai Chen MIALM MIACV 15 223 0 13 Feb 2018
End-to-End Automatic Speech Translation of Audiobooks Alexandre Berard Laurent Besacier A. Kocabiyikoglu Olivier Pietquin 83 190 0 12 Feb 2018