datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
T2I-ImageNet-NormalMultimodal-Chest-X-ray-dataset-for-Normal-and-Bacterial-Pneumonia-in-Africans
Multimodal Chest X ray dataset for Normal and Bacterial Pneumonia in Africans | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: imagefolder - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Multimodal-Chest-X-ray-dataset-for-Normal-and-Bacterial-Pneumonia-in-Africans.merged_libero_s100_mdnl_original_s100_synthetic_20ep_2_hard_task_5ep_all_normal_taskThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 1676,
"total_frames": 269918,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 2,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1676"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s100_mdnl_original_s100_synthetic_20ep_2_hard_task_5ep_all_normal_task.merged_libero_s100_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task_PAThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 1676,
"total_frames": 269918,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 2,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1676"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s100_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task_PA.skin-disease-acne-rosacea-normalmerged_libero_s40_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_taskThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 800,
"total_frames": 133851,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:800"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s40_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task.skin-disease-acne-rosacea-normalnormalized-images-datasetsynthetic-concrete-surface-normal
Synthetic Concrete Surface – Normal Images for Anomaly Detection
Dataset Description
A dataset of 747 synthetic images of defect-free concrete surfaces, generated for training one-class anomaly detection models such as PatchCore. All images are 1024×1024 PNG files depicting intact concrete with no cracks, spalling, or structural damage.
MVTec AD, the de facto benchmark for visual anomaly detection, covers 15 object and texture categories but does not include concrete.… See the full description on the dataset page: https://huggingface.co/datasets/wolfsynth/synthetic-concrete-surface-normal.v1v1d_docmatix_1k_normal_v5v1v1d_docmatix_1k_normal_v6phenology-normal-hawaii
Dataset Card for Phenology-Normal-Hawaii
Dataset Details
This dataset provides time series of vegetation color indices collected from the PUUM (Pu'u Maka'ala) site, designed to support fine-grained phenological analysis. The time series are extracted from the PhenoCam images captured by NEON at the PUUM site. It includes three types of GCC (Green Chromatic Coordinate) and RCC (Red Chromatic Coordinate) curves:
Raw curves: Original time series extracted from masked… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/phenology-normal-hawaii.textures-color-normal-1k
textures-color-normal-1k
Dataset Summary
The textures-color-normal-1k dataset is an image dataset of 1000+ color and normal map textures in 512x512 resolution.
The dataset was created for use in image to image tasks.
It contains a combination of CC0 procedural and photoscanned PBR materials from ambientCG.
Dataset Structure
Data Instances
Each data point contains a 512x512 color texture and the corresponding 512x512 normal map.
Data Fields… See the full description on the dataset page: https://huggingface.co/datasets/dream-textures/textures-color-normal-1k.normal_map_estimationimage_to_math_normalized_datasettree_species_classification_CZU_normal_cropped
Tree Species Classification Czu Normal Cropped
This dataset provides real RGB images of multiple tree species captured in natural field environments across Slovakia and the Czech Republic. Images were collected using handheld cameras including Sony Alpha 7 and Canon EOS 4000D during field surveys in June and August 2022. The dataset contains 386 images across 4 classes: Beech, Maple, Pine, linden.Images per class:
Beech: 74
Maple: 159
Pine: 105
linden: 48
This dataset is… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/tree_species_classification_CZU_normal_cropped.tree_species_classification_slovak_normal_cropped
Tree Species Classification Slovak Normal Cropped
This dataset provides real RGB images of tree species collected in natural field environments across Slovakia and the Czech Republic. Images were captured using handheld cameras (Sony Alpha 7 and Canon EOS 4000D) during field surveys in June and August 2022. The dataset contains 1,367 images across 4 classes: European beech, European silver fir, Norway spruce, Sessile oak.Images per class:
European beech: 300
European silver… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/tree_species_classification_slovak_normal_cropped.textures-normal-1k
textures-normal-1k
Dataset Summary
The textures-normal-1k dataset is an image dataset of 1000+ normal map textures in 512x512 resolution with associated text descriptions.
The dataset was created for training/fine-tuning models for text to image tasks.
It contains a combination of CC0 procedural and photoscanned PBR materials from ambientCG.
Languages
The text descriptions are in English, and created by joining the tags of each material with a space character.… See the full description on the dataset page: https://huggingface.co/datasets/dream-textures/textures-normal-1k.xfund-multilingual-normalized-layoutlmv3Normal_SkinPPE-Normalized-v2dreambench_eval_results_seedx_normal_1_roundnormal_map_everyday_materialsmerged_libero_s40_original_s40_synthetic_5ep_all_normal_task_20ep_2_hard_task_PAThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 800,
"total_frames": 133851,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:800"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s40_original_s40_synthetic_5ep_all_normal_task_20ep_2_hard_task_PA.dreambench_eval_results_seed_x_normal_dreambench_best_of_16_imagesskin-disease-acne-rosacea-normalnayana_bench_human_annotated_normalisedscreenspot-normalizedphenology_normal_hawaii
Phenology-Normal-Hawaii (TsFile)
This dataset is an Apache TsFile conversion of
imageomics/phenology-normal-hawaii.
Modalities: Time-series.
Overview
Vegetation color-index time series (GCC / RCC) from the PUUM (Pu'u Maka'ala) site, Hawaii, for fine-grained phenological analysis.
Extracted from NEON PhenoCam images; daily curves with gcc_mean, gcc_50, rcc_*, midday_* etc.
Each monitoring site is a device identified by the site TAG.
Converted observations: 10… See the full description on the dataset page: https://huggingface.co/datasets/THULab/phenology_normal_hawaii.pointing_demo_normalized