SOTAVerified

Crop Classification

Papers

Showing 110 of 48 papers

TitleStatusHype
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic SegmentationCode0
MT-CYP-Net: Multi-Task Network for Pixel-Level Crop Yield Prediction Under Very Few Samples0
YOLO-RS: Remote Sensing Enhanced Crop Detection Methods0
Towards more efficient agricultural practices via transformer-based crop type classification0
SITSMamba for Crop Classification based on Satellite Image Time SeriesCode1
On the Generalizability of Foundation Models for Crop Type MappingCode0
Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification0
Increasing the Robustness of Model Predictions to Missing Sensors in Earth ObservationCode0
XAI-Guided Enhancement of Vegetation Indices for Crop Mapping0
CMTNet: Convolutional Meets Transformer Network for Hyperspectral Images Classification0
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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