Title
A Graph-based U-Net Model for Predicting Traffic in unseen Cities L. Hermes Barbara Hammer Andrew Melnik Riza Velioglu Markus Vieth M. Schilling GNN AI4TS AI4CE 55 6 0 11 Feb 2022
SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers Alabi Bojesomo Hasan Al Marzouqi P. Liatsis ViT 46 6 0 17 Jan 2022
Learning to Transfer for Traffic Forecasting via Multi-task Learning Y. Lu AI4TS 73 7 0 27 Nov 2021
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks L. Espeholt Shreya Agrawal C. Sønderby M. Kumar Jonathan Heek Carla Bromberg Cenk Gazen Jason Hickey Aaron Bell Nal Kalchbrenner AI4Cl 63 48 0 14 Nov 2021
Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet Bo Wang R. Mohajerpoor Chen Cai Inhi Kim H. Vu 30 3 0 10 Nov 2021
Solving Traffic4Cast Competition with U-Net and Temporal Domain Adaptation V. Konyakhin N. Lukashina A. Shpilman OOD 42 3 0 05 Nov 2021
Traffic Forecasting on Traffic Moving Snippets Nina Wiedemann Martin Raubal AI4TS 67 2 0 27 Oct 2021
Dual Encoding U-Net for Spatio-Temporal Domain Shift Frame Prediction Jay Santokhi Dylan Hillier Yiming Yang Joned Sarwar A. Jordán Emil Hewage AI4CE 49 1 0 21 Oct 2021
ETA Prediction with Graph Neural Networks in Google Maps Austin Derrow-Pinion Jennifer She David Wong O. Lange Todd Hester ... Ang Li Zhongwen Xu Alvaro Sanchez-Gonzalez Yujia Li Petar Velivcković AI4TS 71 231 0 25 Aug 2021
Skillful Precipitation Nowcasting using Deep Generative Models of Radar Suman V. Ravuri Karel Lenc Matthew Willson D. Kangin Rémi R. Lam ... R. Hadsell Nial H. Robinson Ellen Clancy A. Arribas S. Mohamed AI4Cl 183 741 0 02 Apr 2021
Traffic4cast 2020 -- Graph Ensemble Net and the Importance of Feature And Loss Function Design for Traffic Prediction Qi Qi Pak Hay Kwok 47 9 0 03 Dec 2020
Utilizing UNet for the future traffic map prediction task Traffic4cast challenge 2020 Sungbin Choi OT 38 15 0 24 Nov 2020
TLab: Traffic Map Movie Forecasting Based on HR-NET Fanyou Wu Yang Liu Zhiyuan Liu X. Qu R. Gazo E. Haviarova 20 5 0 13 Nov 2020
A Review on Deep Learning Techniques for Video Prediction Sergiu Oprea P. Martinez-Gonzalez Alberto Garcia-Garcia John Alejandro Castro-Vargas S. Orts-Escolano Jose Garcia-Rodriguez Antonis Argyros 97 255 0 10 Apr 2020
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 297 277 0 24 Mar 2020
A Broader Study of Cross-Domain Few-Shot Learning Yunhui Guo Noel Codella Leonid Karlinsky James V. Codella John R. Smith Kate Saenko Tajana Simunic Rogerio Feris 76 45 0 16 Dec 2019
Machine Learning for Precipitation Nowcasting from Radar Images Shreya Agrawal Luke Barrington Carla Bromberg J. Burge Cenk Gazen Jason Hickey AI4Cl 74 224 0 11 Dec 2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 122 2,650 0 11 Dec 2019
Traffic map prediction using UNet based deep convolutional neural network Sungbin Choi OT 40 14 0 25 Nov 2019
Recurrent Autoencoder with Skip Connections and Exogenous Variables for Traffic Forecasting Pedro Herruzo J. L. Larriba-pey 29 8 0 28 Oct 2019
Traffic4cast-Traffic Map Movie Forecasting -- Team MIE-Lab Henry Martin Ye Hong D. Bucher Christian Rupprecht R. Buffat 42 12 0 27 Oct 2019
CrevNet: Conditionally Reversible Video Prediction Wei Yu Y. Lu S. Easterbrook Sanja Fidler 48 19 0 25 Oct 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 104 361 0 10 Sep 2019
Semi-Supervised Learning for Cancer Detection of Lymph Node Metastases Amit Kumar Jaiswal Ivan Panshin D. Shulkin Nagender Aneja Samuel Abramov SSL MedIm 47 23 0 23 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 167 18,193 0 28 May 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 170 1,796 0 18 Apr 2019
A review of domain adaptation without target labels Wouter M. Kouw Marco Loog OOD VLM 48 489 0 16 Jan 2019
An introduction to domain adaptation and transfer learning Wouter M. Kouw Marco Loog OOD 45 291 0 31 Dec 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,166 0 18 Jul 2018
Stochastic Adversarial Video Prediction Alex X. Lee Richard Y. Zhang F. Ebert Pieter Abbeel Chelsea Finn Sergey Levine DRL VGen GAN 74 453 0 04 Apr 2018
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 679 29,183 0 09 Sep 2016
Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks Tianfan Xue Jiajun Wu Katherine Bouman Bill Freeman 84 415 0 09 Jul 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 45 513 0 25 Jun 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 152 2,593 0 16 Feb 2015
Spatially-sparse convolutional neural networks Benjamin Graham 98 231 0 22 Sep 2014