datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Waste-Dumpsites-DroneImagery
Dataset for Waste/Dumpsite Detection using drone imagery
Contains 2115 drone images of illegal waste dumpsites
1280 x 1280 px resolution
Nadir perspective (camera pointing straight down at a 90-degree angle to the ground)
Annotations and Images
train | valid | test
actual images
COCO - annotations_coco.json files in each split directory
.parquet files in data directory with embeded images
The dataset was collected as part of the [ Raven Scan ] project, more… See the full description on the dataset page: https://huggingface.co/datasets/INS-IntelligentNetworkSolutions/Waste-Dumpsites-DroneImagery.fast-food-floor-waste-grasping-training-set-next-pack-9f7b7681-1106dcde
Fast-Food Cleaning Robot — Floor Mess Dataset
Training dataset for a cleaning robot operating in fast-food-style food-service spaces (break areas / dining). Scenes are staged in break-area environments cluttered with food-service furnishings and food items (pizza, grocery food, cups, spoons) so the robot learns to perceive and act on mess. Covers detection, grasping, navigation, obstacle avoidance and pick-and-place. Renders are 1024x1024 with RGB plus albedo, metric depth and… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/fast-food-floor-waste-grasping-training-set-next-pack-9f7b7681-1106dcde.agibot-sim-clear-the-countertop-wasteThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "a2d",
"total_episodes": 90,
"total_frames": 129580,
"total_tasks": 1,
"total_videos": 270,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30.0,
"splits": {
"train": "0:90"
},
"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/bot-pi/agibot-sim-clear-the-countertop-waste.bower-waste-annotations
Dataset Card for waste annotations made by the recycling solution Bower
The data offered by Bower (Sugi Group AB) in collaboration with Google.org
Dataset Summary
The bower-waste-annotations dataset consists of 1440 images of waste and various consumer items taken by consumer phone cameras. The images are annotated with Material type and Object type classes, listed below.
The images and annotations has been manually reviewed to ensure correctness. It is assumed… See the full description on the dataset page: https://huggingface.co/datasets/BowerApp/bower-waste-annotations.vn-provinces-hazardous-waste-treatment
Vietnam hazardous waste collection and treatment
Vietnam hazardous waste collection and treatment. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
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Files
provinces (23 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (6 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-hazardous-waste-treatment.vn-provinces-industrial-cluster-wastewater-treatment
Vietnam industrial cluster wastewater treatment
Vietnam industrial cluster wastewater treatment. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
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Comparison
Color key
Files
provinces (182 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (18 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-industrial-cluster-wastewater-treatment.vn-provinces-solid-waste-treated-per-day
Vietnam solid waste collected/treated per day
Vietnam solid waste collected/treated per day. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (368 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (36 rows)
data/regions.csv… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-solid-waste-treated-per-day.food-waste-dataset
Food Waste Dataset
This dataset contains detailed information about food waste, including images and nutritional information.
Dataset Description
The dataset combines image data with detailed nutritional information for each meal and its ingredients.
Features
For each entry:
bonid: Unique identifier for each meal
image: Image of the meal
Lists per meal (multiple ingredients):
Artikelnummer: Article numbers
Artikel: Ingredient names
Stückartikel: Piece article… See the full description on the dataset page: https://huggingface.co/datasets/AI-ServicesBB/food-waste-dataset.waste-classification
Waste Classification (repackaged)
Summary:
A repackaged version of the Kaggle “Waste Classification” dataset with a consistent multi-choice training schema and multiple splits.
Splits:
cleaned: Only real-world photos that match the declared subclass (non-photos, PPT slides, icons, cartoons, or mismatches removed).
Schema (columns):
image: Image file (datasets.Image).
class: One of the four top-level categories.
subclass: Fine-grained category (from folder… See the full description on the dataset page: https://huggingface.co/datasets/huaweilin/waste-classification.aquasense-waste-detection-dataset
AquaSense Waste Detection Dataset
Test set used to evaluate the YOLOv8 waste detection model.
Contents
Folder
Files
Description
images/
378 .jpg
Test images
labels/
378 .txt
YOLO ground-truth labels (class 0 = plastic bottle)
Label Format
YOLO normalised coordinates.
5 fields → bounding box: class cx cy w h
5 fields → polygon segmentation: class x1 y1 x2 y2 ...
Ground-Truth Class
Client labelling scheme uses a single class:
0… See the full description on the dataset page: https://huggingface.co/datasets/ninditya/aquasense-waste-detection-dataset.Waste-Dumpsites-DroneImagery
Dataset for Waste/Dumpsite Detection using drone imagery
Contains 2115 drone images of illegal waste dumpsites
1280 x 1280 px resolution
Nadir perspective (camera pointing straight down at a 90-degree angle to the ground)
Annotations and Images
train | valid | test
actual images
COCO - annotations_coco.json files in each split directory
.parquet files in data directory with embeded images
The dataset was collected as part of the [ Raven Scan ] project… See the full description on the dataset page: https://huggingface.co/datasets/Subh8164/Waste-Dumpsites-DroneImagery.waste-classification-audio-helsinki
Dataset Card for "waste-classification-audio"
english to italian translation was made with helsinki-NLP translation model.
More Information needed
africa-owid-share-waste-collected
Share Waste Collected | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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 This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-share-waste-collected.hazardous-waste-generator-fees-by-state
US state hazardous waste generator annual fees by category
Canonical, always-current version: https://referencesource.org/hazardous-waste-generator-fees-by-state/
Machine-readable: https://referencesource.org/hazardous-waste-generator-fees-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-16
Stale after: 2027-08-16 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 29
State-by-state annual… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/hazardous-waste-generator-fees-by-state.europe-unsdg-proportion-of-electronic-waste-collected-en-ewt-collreurope-unsdg-electronic-waste-collected-per-capita-kg-en-ewt-collpcapwasteloop-sample-scenarios
WasteLoop Sample Scenarios
Synthetic waste network scenarios for the WasteLoop circular waste collection and processing optimizer.
Contents
sample_*.json — Full optimization results per sector/demand scenario
eval_results.json — Benchmark metrics across scenarios
manifest.json — Dataset manifest
space-bundle/ — Gradio console for local or manual deployment
Sectors
Municipal, Factory, Hospital, E-Commerce, Packaging, Electronics, Construction, Food… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/wasteloop-sample-scenarios.bolivia-tannery-waste-to-tallow-teaser
Bolivia Tannery Pre-fleshing Waste to Tallow - Teaser Dataset - Contact for Full SOPs
This is a teaser. Full operational SOPs, 17 timestamped photos, layout 5 decanters, anti-emulsion protocol, and Brazilian lab penalty calculations are available only upon direct contact.
Problem: 4.89 kg/hide (16.7% green weight) pre-fleshing fat goes to municipal landfill in Bolivia -> odor, flies, methane.
What I solved: Real plant: blow tank 2x2500 kg, decanters 4700 lts, boiler FINARCO… See the full description on the dataset page: https://huggingface.co/datasets/Juanpabloagusti/bolivia-tannery-waste-to-tallow-teaser.europe-unsdg-municipal-waste-collected-tonnes-en-mwt-collveurope-unsdg-electronic-waste-collected-tonnes-en-ewt-collvwaste-segregation-dataset
Waste Segregation Dataset
Descripción
Este dataset contiene imágenes de residuos clasificadas en 9 categorías para tareas de segregación
automática de desechos. Fue preparado como parte de un proyecto de aprendizaje automático en el
Instituto Tecnológico de Costa Rica (ITCR), con el objetivo de entrenar y evaluar modelos de
clasificación de imágenes basados en Vision Transformers (ViT).
Información del Dataset
Total de imágenes: ~4,765
División: 80%… See the full description on the dataset page: https://huggingface.co/datasets/ddompe/waste-segregation-dataset.africa-owid-parties-to-multilateral-agreements-on-hazardous-waste
Parties To Multilateral Agreements On Hazardous Waste | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-parties-to-multilateral-agreements-on-hazardous-waste.africa-synth-mental-health-solid-waste-management-health-all
Solid Waste Management & Health (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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 This Dataset Covers
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mental-health-solid-waste-management-health-all.waste-classification-v3asia-who-severe-wasted-prevalence-among-children-under-5-years-of-age
Severe wasted prevalence among children under 5 years of age (% weight-for-height <-3 SD), survey-based estimates | Asia (WHO GHO)
🌏 19,170 observations · 44 Asia countries · 1987–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 19,170 observations of Severe wasted prevalence among children under 5 years of age (% weight-for-height <-3 SD), survey-based estimates data across 44 Asia countries, spanning 1987–2024, covering 1 distinct… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-severe-wasted-prevalence-among-children-under-5-years-of-age.europe-who-wasted-numbers-among-children-under-5-years-of-age
Wasted numbers among children under 5 years of age (millions), model-based estimates | Europe (WHO GHO)
🇪🇺 84 observations · 25 Europe countries · 1991–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 84 observations of Wasted numbers among children under 5 years of age (millions), model-based estimates data across 25 Europe countries, spanning 1991–2023, covering 1 distinct indicators.
About the source
Source: WHO… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-wasted-numbers-among-children-under-5-years-of-age.e-waste-dataset-yolo-labels
Dataset Card for e-waste Data with YOLO labels
This dataset contains images and the connected YOLO labels. The labelling was done on LabelStudio and the files then exported.
The images were the product of an effort by GIZ Data Lab to make image data available that could be used for machine learning to tackle the e-waste challenge. The images originate from several scrapyards in Ghana collected in October 2025.
Curated by: GIZ Data Lab
waste-classificationasia-who-wasted-numbers-among-children-under-5-years-of-age
Wasted numbers among children under 5 years of age (millions), model-based estimates | Asia (WHO GHO)
🌏 366 observations · 45 Asia countries · 1986–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 366 observations of Wasted numbers among children under 5 years of age (millions), model-based estimates data across 45 Asia countries, spanning 1986–2024, covering 1 distinct indicators.
About the source
Source: WHO Global… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-wasted-numbers-among-children-under-5-years-of-age.africa-synth-mental-health-e-waste-flows-all
African E-Waste Flows | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - 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 This Dataset Covers
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mental-health-e-waste-flows-all.