| Lightweight, Pre-trained Transformers for Remote Sensing Timeseries | Apr 27, 2023 | Crop ClassificationSelf-Supervised Learning | CodeCode Available | 2 | 5 |
| SITSMamba for Crop Classification based on Satellite Image Time Series | Sep 15, 2024 | ClassificationCrop Classification | CodeCode Available | 1 | 5 |
| The CropAndWeed Dataset: A Multi-Modal Learning Approach for Efficient Crop and Weed Manipulation | Jan 6, 2023 | BenchmarkingCrop Classification | CodeCode Available | 1 | 5 |
| Crop mapping from image time series: deep learning with multi-scale label hierarchies | Feb 17, 2021 | Crop ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation | Nov 4, 2021 | Crop ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding | Mar 17, 2022 | Crop ClassificationTime Series | CodeCode Available | 1 | 5 |
| A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning | Apr 2, 2022 | Crop ClassificationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time Series | Oct 15, 2021 | ClassificationCrop Classification | CodeCode Available | 1 | 5 |
| Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations | Dec 4, 2020 | Crop ClassificationEarth Observation | CodeCode Available | 1 | 5 |
| A Comparative Assessment of Multi-view fusion learning for Crop Classification | Aug 10, 2023 | Crop ClassificationMULTI-VIEW LEARNING | CodeCode Available | 1 | 5 |
| Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications | Mar 21, 2024 | ClassificationClassification on Time Series with Missing Data | CodeCode Available | 0 | 5 |
| End-to-End Learned Early Classification of Time Series for In-Season Crop Type Mapping | Jan 30, 2019 | ClassificationCrop Classification | CodeCode Available | 0 | 5 |
| In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data | Mar 25, 2024 | Crop ClassificationMultimodal Deep Learning | CodeCode Available | 0 | 5 |
| Activation Regression for Continuous Domain Generalization with Applications to Crop Classification | Apr 14, 2022 | Crop ClassificationDomain Adaptation | CodeCode Available | 0 | 5 |
| Low-Resource Crop Classification from Multi-Spectral Time Series Using Lossless Compressors | May 28, 2024 | Crop ClassificationDeep Learning | CodeCode Available | 0 | 5 |
| On the Generalizability of Foundation Models for Crop Type Mapping | Sep 14, 2024 | Crop ClassificationCrop Type Mapping | CodeCode Available | 0 | 5 |
| A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation | May 25, 2025 | Crop ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| Spatio-temporal crop classification of low-resolution satellite imagery with capsule layers and distributed attention | Apr 23, 2019 | ClassificationCrop Classification | CodeCode Available | 0 | 5 |
| Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation | Jul 22, 2024 | Air Quality InferenceCrop Classification | CodeCode Available | 0 | 5 |
| Crop identification using deep learning on LUCAS crop cover photos | May 8, 2023 | Crop ClassificationDeep Learning | CodeCode Available | 0 | 5 |
| Attention-Based Deep Neural Networks for Detection of Cancerous and Precancerous Esophagus Tissue on Histopathological Slides | Nov 20, 2018 | Crop ClassificationDiagnostic | CodeCode Available | 0 | 5 |
| Temporal Sequence Object-based CNN (TS-OCNN) for crop classification from fine resolution remote sensing image time-series | Jul 5, 2022 | ClassificationCrop Classification | —Unverified | 0 | 0 |
| Time Gated Convolutional Neural Networks for Crop Classification | Jun 20, 2022 | ClassificationCrop Classification | —Unverified | 0 | 0 |
| Time-Space tradeoff in deep learning models for crop classification on satellite multi-spectral image time series | Jan 29, 2019 | ClassificationCrop Classification | —Unverified | 0 | 0 |
| Towards more efficient agricultural practices via transformer-based crop type classification | Nov 4, 2024 | Crop ClassificationMeta-Learning | —Unverified | 0 | 0 |
