SOTAVerified

Crop Classification

Papers

Showing 1120 of 48 papers

TitleStatusHype
Crop identification using deep learning on LUCAS crop cover photosCode0
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic SegmentationCode0
On the Generalizability of Foundation Models for Crop Type MappingCode0
Spatio-temporal crop classification of low-resolution satellite imagery with capsule layers and distributed attentionCode0
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing DataCode0
End-to-End Learned Early Classification of Time Series for In-Season Crop Type MappingCode0
Activation Regression for Continuous Domain Generalization with Applications to Crop ClassificationCode0
Impact Assessment of Missing Data in Model Predictions for Earth Observation ApplicationsCode0
Attention-Based Deep Neural Networks for Detection of Cancerous and Precancerous Esophagus Tissue on Histopathological SlidesCode0
Increasing the Robustness of Model Predictions to Missing Sensors in Earth ObservationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PrestoR - no DWTarget Binary F10.86Unverified
2Feature-level fusion (sum)Target Binary F10.79Unverified
3Gated Fusion (Feature-level)Target Binary F10.77Unverified
4Radar TS with TempCNNAverage Accuracy0.68Unverified
5Input Fusion with TAEAverage Accuracy0.67Unverified
#ModelMetricClaimedVerifiedStatus
1Ensemble aggregation with GRUAverage Accuracy0.84Unverified
2Ensemble aggregationAverage Accuracy0.84Unverified
3Decision fusion with GRUAverage Accuracy0.83Unverified
4PrestoRTarget Binary F10.8Unverified
#ModelMetricClaimedVerifiedStatus
1Feature fusion with LSTMAverage Accuracy0.98Unverified
2Hybrid fusion with LSTMAverage Accuracy0.97Unverified
3PrestoRTarget Binary F10.89Unverified
#ModelMetricClaimedVerifiedStatus
1Feature Gated FusionAverage Accuracy0.85Unverified
2Input FusionAverage Accuracy0.85Unverified
3Ensemble strategyAverage Accuracy0.83Unverified
#ModelMetricClaimedVerifiedStatus
1Input FusionAverage Accuracy0.74Unverified
2Feature Gated FusionAverage Accuracy0.73Unverified
3Ensemble strategyAverage Accuracy0.72Unverified