A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation

A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation

25 May 2025

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Papers citing "A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation"

19 / 19 papers shown

Title
Deep Learning-based Image and Video Inpainting: A Survey Weize Quan Jiaxi Chen Yanli Liu Dong-Ming Yan Peter Wonka 3DV 156 61 0 07 Jan 2024
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 371 15 0 16 Oct 2023
U-TILISE: A Sequence-to-sequence Model for Cloud Removal in Optical Satellite Time SeriesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Corinne Stucker Vivien Sainte Fare Garnot Konrad Schindler AI4TS 265 25 0 22 May 2023
Revisiting the Encoding of Satellite Image Time SeriesBritish Machine Vision Conference (BMVC), 2023 Xin Cai Y. Bi Peter Nicholl Roy Sterritt AI4TS 208 7 0 03 May 2023
ViTs for SITS: Vision Transformers for Satellite Image Time SeriesComputer Vision and Pattern Recognition (CVPR), 2023 Michail Tarasiou Erik Chavez Stefanos Zafeiriou ViT 216 80 0 12 Jan 2023
Data Augmentation techniques in time series domain: A survey and taxonomy Guillermo Iglesias Edgar Talavera Ángel González-Prieto Alberto Mozo S. Gómez-Canaval AI4TS 303 231 0 25 Jun 2022
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learningIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022 Dimitrios Sykas Maria Sdraka Dimitrios Zografakis Ioannis Papoutsis 203 44 0 02 Apr 2022
SAITS: Self-Attention-based Imputation for Time SeriesExpert systems with applications (ESWA), 2022 Wenjie Du David Cote Wenshu Fan AI4TS 366 368 0 17 Feb 2022
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention NetworksIEEE International Conference on Computer Vision (ICCV), 2021 Vivien Sainte Fare Garnot Loic Landrieu AI4TS 302 198 0 16 Jul 2021
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-EncoderIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Longyuan Li Junchi Yan Haiyang Wang Yaohui Jin BDL AI4TS 158 170 0 02 Feb 2021
Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processesRemote Sensing of Environment (RSE), 2019 L. Pipia Jordi Munoz-Marí E. Amin Santiago Belda Gustau Camps-Valls J. Verrelst 87 86 0 05 Dec 2020
Spatiotemporal Attention for Multivariate Time Series Prediction and InterpretationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Tryambak Gangopadhyay Sin Yong Tan Zhanhong Jiang Rui Meng Soumik Sarkar AI4TS 170 51 0 11 Aug 2020
Shortcut Learning in Deep Neural NetworksNature Machine Intelligence (NMI), 2020 Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 754 2,370 0 16 Apr 2020
Time Series Data Augmentation for Deep Learning: A SurveyInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Qingsong Wen Huan Xu AI4TS 309 738 0 27 Feb 2020
Self-Distillation Amplifies Regularization in Hilbert SpaceNeural Information Processing Systems (NeurIPS), 2020 H. Mobahi Mehrdad Farajtabar Peter L. Bartlett 220 256 0 13 Feb 2020
Classification of Large-Scale High-Resolution SAR Images with Deep Transfer LearningIEEE Geoscience and Remote Sensing Letters (GRSL), 2020 Zhongling Huang C. Dumitru Zongxu Pan Bin Lei Mihai Datcu 170 93 0 06 Jan 2020
Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network A. Sherstinsky 740 4,399 0 09 Aug 2018
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 917 8,587 0 02 Dec 2016
Convolutional Gated Recurrent Networks for Video Segmentation Mennatullah Siam Sepehr Valipour Martin Jägersand Nilanjan Ray VOS 228 104 0 16 Nov 2016