From point clouds to breeding decisions — with calibrated confidence intervals. Know not just what your genotypes will produce, but how confident that prediction is.
Not just visualization — prediction with honest uncertainty and actionable decision support.
Live 3D point cloud visualization, trait time-series, replicate consistency, and automatic quality control. See every genotype's current state at a glance.
Any 3D SensorGaussian Process growth models with calibrated 95% confidence intervals per genotype. Uncertainty widens where data is sparse, narrows where it's dense. Honest predictions.
Novel — GP with Uncertainty"What if we stop scanning now?" — Get quantitative answers with selection overlap metrics, traffic-light readiness, and automatic alerts when genotypes deviate from expected trajectories.
Decision SupportA complete pipeline that transforms 3D sensor data into breeding intelligence.
Upload PLY files from PlantEye, LiDAR, or any 3D sensor. Interactive visualization colored by height, NDVI, or custom traits.
From GP to XGBoost to LSTM. Auto-recommends models for your dataset size and warns about overfitting risk.
Know WHY the model predicts. Per-genotype feature attribution verified against ground truth validation.
Permutation-validated temporal prediction tells you exactly when rankings become reliable. Stop early, save resources.
Automatic completeness checks, outlier detection, replicate CV% analysis, and PLY file integrity verification.
Export at 300/600 DPI in PNG, SVG, or PDF. Download ZIP packages ready for journal submission.
Upload your data. PhenoTwin handles everything else.
Start free. Scale when you're ready.
Peer-reviewed methodology. Validated on real breeding data across multiple crop species and environments.
Upload your PlantEye data and get uncertainty-aware predictions in minutes. No installation required.