datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
cloudsen12
This dataset follows the TACO specification.
cloudsen12plus
Website: https://cloudsen12.github.io/
version: 1.1.2
The largest dataset of expert-labeled pixels for cloud and cloud shadow detection in Sentinel-2
CloudSEN12+ version 1.1.0 is a significant extension of the CloudSEN12 dataset, which doubles the number of
expert-reviewed labels, making it, by a large margin, the largest cloud detection dataset to
date for Sentinel-2. All labels from the previous version have… See the full description on the dataset page: https://huggingface.co/datasets/tacofoundation/cloudsen12.CloudSEN12-nolabel🚨 New Dataset Version Released!
We are excited to announce the release of Version [1.1] of our dataset!
This update includes:
[L2A & L1C support].
[Temporal support].
[Check the data without downloading (Cloud-optimized properties)].
📥 Go to: https://huggingface.co/datasets/tacofoundation/cloudsen12 and follow the instructions in colab
CloudSEN12 NOLABEL
A Benchmark Dataset for Cloud Semantic Understanding
CloudSEN12 is a LARGE dataset (~1 TB) for cloud semantic… See the full description on the dataset page: https://huggingface.co/datasets/csaybar/CloudSEN12-nolabel.CloudSEN12-scribble🚨 New Dataset Version Released!
We are excited to announce the release of Version [1.1] of our dataset!
This update includes:
[L2A & L1C support].
[Temporal support].
[Check the data without downloading (Cloud-optimized properties)].
📥 Go to: https://huggingface.co/datasets/tacofoundation/cloudsen12 and follow the instructions in colab
CloudSEN12 NOLABEL
A Benchmark Dataset for Cloud Semantic Understanding
CloudSEN12 SCRIBBLE
A Benchmark Dataset for… See the full description on the dataset page: https://huggingface.co/datasets/csaybar/CloudSEN12-scribble.CloudSEN12-high
🚨 New Dataset Version Released!
We are excited to announce the release of Version [1.1] of our dataset!
This update includes:
[L2A & L1C support].
[Temporal support].
[Check the data without downloading (Cloud-optimized properties)].
📥 Go to: https://huggingface.co/datasets/tacofoundation/cloudsen12 and follow the instructions in colab
CloudSEN12 HIGH-QUALITY
A Benchmark Dataset for Cloud Semantic Understanding
CloudSEN12… See the full description on the dataset page: https://huggingface.co/datasets/csaybar/CloudSEN12-high.clouds-decoded-rain-check
Sentinel-2 Cloud Property Retrievals over the UK and India
Rendered per-scene quicklook layers of cloud optical and microphysical properties
retrieved from Sentinel-2 (MSI) Level-1C imagery over eight tiles (four in the UK
and four in India). These images power the interactive report at
asterisk-labs-clouds-decoded-rain-check.static.hf.space. Cloud properties are estimated with the clouds-decoded retrieval code, developed as part of the clouds decoded project funded by ARIA.… See the full description on the dataset page: https://huggingface.co/datasets/asterisk-labs/clouds-decoded-rain-check.512x1_ABI_CloudSatCloudSEN12Plus
🚨 New Dataset Version Released!
We are excited to announce the release of Version [1.1] of our dataset!
This update includes:
[L2A & L1C support].
[Temporal support].
[Check the data without downloading (Cloud-optimized properties)].
📥 Go to: https://huggingface.co/datasets/tacofoundation/cloudsen12 and follow the instructions in colab
CloudSEN12+ is a significant extension of the CloudSEN12 dataset, which doubles the number of… See the full description on the dataset page: https://huggingface.co/datasets/isp-uv-es/CloudSEN12Plus.crossed_arm_point_clouds
Crossed Arm Point Clouds Dataset
This dataset contains 3D point cloud data captured from a LiDAR scanner for crossed arm classification in the context of robot magic trick performance.
Overview
This dataset was collected for training and evaluating the Crossed Arm Voxel Network (CAVN) architecture, a deep learning model designed for 3D point cloud classification in human-robot interaction magic performances. The data supports classification of human arm positions during… See the full description on the dataset page: https://huggingface.co/datasets/ahanjaya/crossed_arm_point_clouds.MCG-Bench
MCG-Bench
A chart dataset with images,html and raw JSON annotations.
Colored_Point_Clouds
Colored point-cloud completion — PoinTr-protocol occlusions
Colored ground truth and occluded partial inputs for colored point-cloud completion,
built from textured ShapeNetCore meshes. Three categories, 599 models, 1797 partials.
What makes this different from the usual completion sets: the ground truth carries
per-point color sampled from the mesh texture, and it is de-speckled before sampling,
so the color is actually correct rather than plausible-looking.… See the full description on the dataset page: https://huggingface.co/datasets/eylulpelinkilic/Colored_Point_Clouds.cloud-stereoCloud-Stereo Dataset (BMVC 2025)
Project Page: https://cloud-stereo.jacob-lin.com/
cloudspotting_mars_optimizationCCAiM-CloudsDataset
CCAiM CloudsDataset
Description
This dataset contains photographs of clouds collected for the CCAiM project, a model for cloud classification. It includes various types of clouds captured from the ground and can be used for training and testing computer vision models.
Dataset Structure
Cloud images in JPEG/PNG format
Optional metadata: cloud type, date, location
Dataset Statistics
Total number of images: 916
Cloud Type
Number… See the full description on the dataset page: https://huggingface.co/datasets/serbekun/CCAiM-CloudsDataset.OEOBench-CloudSEN12CloudSEN12Plus
🚨 New Dataset Version Released!
We are excited to announce the release of Version [1.1] of our dataset!
This update includes:
[L2A & L1C support].
[Temporal support].
[Check the data without downloading (Cloud-optimized properties)].
📥 Go to: https://huggingface.co/datasets/tacofoundation/cloudsen12 and follow the instructions in colab
CloudSEN12+ is a significant extension of the CloudSEN12 dataset, which doubles the number of… See the full description on the dataset page: https://huggingface.co/datasets/MohamedAyman456/CloudSEN12Plus.Drivaerml_point_clouds
DrivAerML Point Clouds
A preprocessed, point-cloud version of the DrivAerML high-fidelity CFD dataset, ready for training point-based deep learning surrogates (PointNet, PCT, DGCNN, Graph Neural Operators, etc.) for automotive external aerodynamics.
The original DrivAerML release contains 500 scale-resolving CFD simulations of parametrically morphed DrivAer notchback geometries and ships as 31 TB of raw STL / VTP / VTU / OpenFOAM data. This release distills the surface boundary of… See the full description on the dataset page: https://huggingface.co/datasets/Jrhoss/Drivaerml_point_clouds.south-africa-crop-type-clouds
Dataset Card for South Africa Crop Type Clouds
This dataset contains the cloud masks generated and used for the paper KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field Segmentation.
Curated by: Daniele Rege Cambrin
License: OpenRAIL
Uses
The dataset will provide a quality assessment for Sentinel-2 images of the South Africa Crop Type dataset.
Since MSI is ineffective through clouds, it was used to exclude samples that contain a large portion… See the full description on the dataset page: https://huggingface.co/datasets/DarthReca/south-africa-crop-type-clouds.cloud-security-en
Bilingual Cloud Security Dataset
🔒 Description
Complete bilingual (English/French) cloud security dataset covering AWS, Azure, and GCP. This dataset contains detailed information about common misconfigurations, cloud security best practices, and educational Q&A.
Total Data: 80 misconfigurations + 50 best practices + 100 Q&A pairs (FR + EN)
📊 Content
1. Cloud Misconfigurations (80 entries)
Comprehensive catalog of common cloud configuration errors:… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/cloud-security-en.CloudSurf-4B-FC-bfcl-results
CloudSurf-4B-FC — raw BFCL V4 result files
Raw, unmodified BFCL V4 evaluation outputs backing the leaderboard submission
PR ShishirPatil/gorilla#1357
for CloudSurf-4B-FC
(a google/gemma-4-E4B-it fine-tune, Apache-2.0).
Both sides are included: our tuned runs and the stock gemma-4-E4B-it
baselines re-measured on the identical rig, so every number in the PR can be
recomputed from primary files.
Whiskers are the min–max across the three runs on each side. Stock wins
Irrelevance… See the full description on the dataset page: https://huggingface.co/datasets/cloudsurf-software/CloudSurf-4B-FC-bfcl-results.cloudsync-support-sft
CloudSync Pro support demonstrations (SFT)
1,931 chat conversations showing a perfect first-line support agent for a
fictional product: read the customer's message, search a knowledge base, answer
from what came back, and hand over to a human when the conversation belongs to
one.
This is the pile that trained
monte-inc/qwen2.5-1.5b-cloudsync-support
(11.79% → 87.19% on its dev exam, before GRPO took it to 96.07%).
One row
Chat messages plus the tools the agent may… See the full description on the dataset page: https://huggingface.co/datasets/monte-inc/cloudsync-support-sft.cloudseg-datasets
Cloudseg-Datasets
This dataset card aims to describe the datasets used in the cloudseg.
Install
pip install huggingface-hub
Usage
# Step 1: Download datasets
huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include hrc_whu.zip
huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include gf12ms_whu.zip
huggingface-cli download --repo-type dataset… See the full description on the dataset page: https://huggingface.co/datasets/XavierJiezou/cloudseg-datasets.cloudsen12
GeoBench-2 Dataset License Attribution
Dataset Name: m-cloudsen
Original Dataset Name: CloudSEN12 / CloudSEN12+Original Source: https://huggingface.co/datasets/tacofoundation/cloudsen12Related Publication(s): https://www.sciencedirect.com/science/article/pii/S2352340924008163
Licensing
Annotation License: CC0-1.0 (for the new release of CloudSEN12+)
Image License: Copernicus Sentinel data — Open Access (commercial use permitted, with attribution)
Declared By… See the full description on the dataset page: https://huggingface.co/datasets/aialliance/cloudsen12.clouds-decoded-samplescloud-sft-100k-1.0-round2-bon8-selfgenCCAiM-CloudsVideo
here collection video of moving clouds
cloud-security-fr
Dataset de Sécurité Cloud Bilingue
🔒 Description
Dataset complet et bilingue (Français/Anglais) de sécurité cloud couvrant AWS, Azure et GCP. Ce dataset contient des informations détaillées sur les misconfigurations courantes, les meilleures pratiques de sécurité et des questions-réponses éducatives.
Total des données: 80 misconfigurations + 50 meilleures pratiques + 100 questions-réponses (FR + EN)
📊 Contenu
1. Misconfigurations Cloud (80 entrées)… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/cloud-security-fr.cloud-sft-100k-1.0-round2-bon8gimbal_clouds7n_dedup_0.85tarotoo-tarot-card-meanings
Tarotoo Tarot Card Meanings
A complete, structured dataset of all 78 tarot cards (22 Major Arcana + 56 Minor Arcana) in the Rider–Waite–Smith tradition. Published by Tarotoo. These are the card meanings that ground the AI-generated readings on Tarotoo.com.
Dataset details
Curated by: Tarotoo (tarotoo.com)
Language: English
License: MIT
Rows: 78 (one per card) · Fields: 22
DOI (Zenodo, cite this): 10.5281/zenodo.21514483
Concept DOI (Zenodo, always resolves to the… See the full description on the dataset page: https://huggingface.co/datasets/Clouds4days/tarotoo-tarot-card-meanings.