datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
GreenHyperSpectra
🌱 GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction 🌱
GreenHySpectra is a collection of hyperspectral reflectance data of vegetation from different sources. It is intended for Regression machine learning task for plant trait prediction with self and semi-supervised learning.
Spatial coverage
📁 Configurations
1. GreenHyperSpectra: Unlabeled set
Files: all CSVs under unlabeled/… See the full description on the dataset page: https://huggingface.co/datasets/Avatarr05/GreenHyperSpectra.AVATARavatar-functionsThere is no difference between 'train' and 'test', these are just used thus the csv file can be detected by huggingface.
max_java_exp_len=1784
max_python_exp_len=1469
Dist_Uncertainty
Dist_Uncertainty – Hyperspectral Case Studies for Plant Trait Uncertainty Assessment
Dataset Description
This dataset contains hyperspectral remote sensing imagery and associated land cover labels used as out-of-domain (OOD) test cases for evaluating uncertainty estimation methods in deep learning-based plant trait retrievals. It accompanies the paper by Cherif et al. (2025, Biogeosciences) and supports the evaluation of a distance-based uncertainty method (Dis_UN)… See the full description on the dataset page: https://huggingface.co/datasets/Avatarr05/Dist_Uncertainty.clinical-therapeutic-protocol-avatar-state-space-construction-v0.1What this dataset tests
Whether a model can construct physiologically plausible patient avatarsas state-spaces suitable for long-horizon protocol stress-testing.
Required outputs
avatar_profile
state_vector_schema
baseline_coherence_score_0_100
fragility_points
Avatar must include
comorbidity stack
baseline state vector
adherence profile
fragility points
Typical failures
avatars that ignore physiology links
schemas missing key streams
fragility points not tied to… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-therapeutic-protocol-avatar-state-space-construction-v0.1.Real_estateengine-predictive-maintenanceWineQT