SOTAVerified

Crop Classification

Papers

Showing 2130 of 48 papers

TitleStatusHype
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing DataCode0
Impact Assessment of Missing Data in Model Predictions for Earth Observation ApplicationsCode0
Enhancing crop classification accuracy by synthetic SAR-Optical data generation using deep learning0
Cross Domain Early Crop Mapping using CropSTGAN0
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture0
PhytNet -- Tailored Convolutional Neural Networks for Custom Botanical Data0
XAI for Early Crop Classification0
Boosting Crop Classification by Hierarchically Fusing Satellite, Rotational, and Contextual Data0
Crop identification using deep learning on LUCAS crop cover photosCode0
Temporal Sequence Object-based CNN (TS-OCNN) for crop classification from fine resolution remote sensing image time-series0
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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