SOTAVerified

Crop Classification

Papers

Showing 110 of 48 papers

TitleStatusHype
Lightweight, Pre-trained Transformers for Remote Sensing TimeseriesCode2
SITSMamba for Crop Classification based on Satellite Image Time SeriesCode1
A Comparative Assessment of Multi-view fusion learning for Crop ClassificationCode1
The CropAndWeed Dataset: A Multi-Modal Learning Approach for Efficient Crop and Weed ManipulationCode1
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learningCode1
Generalized Classification of Satellite Image Time Series with Thermal Positional EncodingCode1
TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift EstimationCode1
Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time SeriesCode1
Crop mapping from image time series: deep learning with multi-scale label hierarchiesCode1
Crop Classification under Varying Cloud Cover with Neural Ordinary Differential EquationsCode1
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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