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Spectral Propagation Graph Network for Few-shot Time Series Classification

8 February 2022

Papers citing "Spectral Propagation Graph Network for Few-shot Time Series Classification"

33 / 33 papers shown

Title
CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse Transformers Runsheng Xu Zhengzhong Tu Hao Xiang Wei Shao Bolei Zhou Jiaqi Ma 108 223 0 05 Jul 2022
Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning Ling Yang linda Qiao 110 12 0 31 May 2022
V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer Runsheng Xu Hao Xiang Zhengzhong Tu Xin Xia Ming-Hsuan Yang Jiaqi Ma ViT 207 377 0 20 Mar 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 75 123 0 08 Feb 2022
HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units linda Qiao Yanbo Xu Alind Khare Satria Priambada K. Maher Alaa Aljiffry Jimeng Sun Alexey Tumanov OOD 55 88 0 10 Aug 2020
DPGN: Distribution Propagation Graph Network for Few-shot Learning Ling Yang Liang Li Zilun Zhang Xinyu Zhou Erjin Zhou Yu Liu 73 208 0 31 Mar 2020
Revisiting Fine-tuning for Few-shot Learning Akihiro Nakamura Tatsuya Harada 96 54 0 01 Oct 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff T. Vishnu 128 60 0 13 Sep 2019
Edge-labeling Graph Neural Network for Few-shot Learning Jongmin Kim Taesup Kim Sungwoong Kim Chang D. Yoo 94 457 0 04 May 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 68 70 0 29 Apr 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang Quanming Yao James T. Kwok L. Ni 90 1,816 0 10 Apr 2019
A Closer Look at Few-shot Classification Wei-Yu Chen Yen-Cheng Liu Z. Kira Y. Wang Jia-Bin Huang 116 1,768 0 08 Apr 2019
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 65 264 0 05 Nov 2018
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 66 832 0 17 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 339 2,702 0 12 Sep 2018
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning Yanbin Liu Juho Lee Minseop Park Saehoon Kim Eunho Yang Sung Ju Hwang Yi Yang 108 668 0 25 May 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 71 122 0 10 May 2018
Deep Learning using Rectified Linear Units (ReLU) Abien Fred Agarap 78 3,236 0 22 Mar 2018
Scalable and accurate deep learning for electronic health records A. Rajkomar Eyal Oren Kai Chen Andrew M. Dai Nissan Hajaj ... A. Butte M. Howell Claire Cui Greg S. Corrado Jeffrey Dean OOD BDL 177 2,149 0 24 Jan 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 308 4,049 0 16 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 174 1,240 0 10 Nov 2017
Classification of Time-Series Images Using Deep Convolutional Neural Networks Nima Hatami Y. Gavet J. Debayle 57 328 0 02 Oct 2017
TimeNet: Pre-trained deep recurrent neural network for time series classification Pankaj Malhotra T. Vishnu Lovekesh Vig Puneet Agarwal Gautam M. Shroff AI4TS 46 174 0 23 Jun 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 305 8,150 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 829 11,943 0 09 Mar 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 78 1,658 0 20 Nov 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 378 7,333 0 13 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Spatially Encoding Temporal Correlations to Classify Temporal Data Using Convolutional Neural Networks Zhiguang Wang Tim Oates 28 40 0 24 Sep 2015
Imaging Time-Series to Improve Classification and Imputation Zhiguang Wang Tim Oates AI4TS 127 678 0 01 Jun 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 389 13,145 0 12 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 465 43,341 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,312 0 22 Dec 2014