datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
welding-defect-object-detection
Welding Defect Object Detection
2,028 annotated images of welds for defect detection, in both YOLO and COCO
formats. Three classes:
id (YOLO / COCO)
name
0 / 1
Bad Weld
1 / 2
Good Weld
2 / 3
Defect
Splits
split
images
annotations
train
1,619
4,583
valid
283
802
test
126
301
Layout
├── data.yaml # YOLO class names + split paths
├── train|valid|test/
│ ├── images/ # .jpg
│ └── labels/… See the full description on the dataset page: https://huggingface.co/datasets/rikkarth/welding-defect-object-detection.license-plate-object-detection
Dataset Labels
['license_plate']
Number of Images
{'train': 6176, 'valid': 1765, 'test': 882}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/license-plate-object-detection", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/augmented-startups/vehicle-registration-plates-trudk/dataset/1
Citation… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/license-plate-object-detection.X4_SWIR_Industrial_Foreign_Object_Detection_Bedding
Hyperspectral Foreign-Object Detection in Bedding — Full Dataset (VIS + SWIR)
A 6-band VIS+SWIR hyperspectral dataset for industrial foreign-object
detection on a bedding substrate (a tray of wood-shaving / sawdust animal
bedding). Captured with a Cubert Ultris X4 + SWIR rig — 6 spectral bands
at 450 / 550 / 625 nm (VIS) and 1050 / 1200 / 1450 nm (SWIR), 2400 × 4900
pixels per frame. 252 frames (193 train · 59 val), 51 frames carry
pixel-level polygon… See the full description on the dataset page: https://huggingface.co/datasets/cubert-gmbh/X4_SWIR_Industrial_Foreign_Object_Detection_Bedding.construction-safety-object-detection
Dataset Labels
['barricade', 'dumpster', 'excavators', 'gloves', 'hardhat', 'mask', 'no-hardhat', 'no-mask', 'no-safety vest', 'person', 'safety net', 'safety shoes', 'safety vest', 'dump truck', 'mini-van', 'truck', 'wheel loader']
Number of Images
{'train': 307, 'valid': 57, 'test': 34}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds =… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/construction-safety-object-detection.Pizza-Toppings-Object-Detectionforklift-object-detection
Dataset Labels
['forklift', 'person']
Number of Images
{'test': 42, 'valid': 84, 'train': 295}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/forklift-object-detection", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/mohamed-traore-2ekkp/forklift-dsitv/dataset/1
Citation
@misc{… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/forklift-object-detection.valorant-object-detection
Dataset Labels
['dropped spike', 'enemy', 'planted spike', 'teammate']
Number of Images
{'valid': 1983, 'train': 6927, 'test': 988}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/valorant-object-detection", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/daniels-magonis-0pjzx/valorant-9ufcp/dataset/3… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/valorant-object-detection.object_detection_datasetaerial-sheep-object-detection
Roboflow Dataset Page
https://universe.roboflow.com/riis/aerial-sheep/dataset/1
Dataset Labels
['sheep']
Citation
@misc{ aerial-sheep_dataset,
title = { Aerial Sheep Dataset },
type = { Open Source Dataset },
author = { Riis },
howpublished = { \\url{ https://universe.roboflow.com/riis/aerial-sheep } },
url = { https://universe.roboflow.com/riis/aerial-sheep },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = {… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/aerial-sheep-object-detection.welding-defect-object-detection
Welding Defect Object Detection
2,028 annotated images of welds for defect detection, in both YOLO and COCO
formats. Three classes:
id (YOLO / COCO)
name
0 / 1
Bad Weld
1 / 2
Good Weld
2 / 3
Defect
Splits
split
images
annotations
train
1,619
4,583
valid
283
802
test
126
301
Layout
├── data.yaml # YOLO class names + split paths
├── train|valid|test/
│ ├── images/ # .jpg
│ └── labels/… See the full description on the dataset page: https://huggingface.co/datasets/l985215117/welding-defect-object-detection.dense_object_detection_FiftyOne
Dense Object Detection Dataset (FiftyOne Format)
Dense Object Detection Dataset for open-world/open-vocabulary object detection models like Grounding DINO, OWL-ViT, and GLIP.
Statistics
Images: 8,001
Annotations: 344,079
Categories: 1,038
Loading with FiftyOne
import fiftyone as fo
import fiftyone.utils.huggingface as fouh
dataset = fouh.load_from_hub("shubh303/dense_object_detection_voxel51")
# Launch the app
session = fo.launch_app(dataset)… See the full description on the dataset page: https://huggingface.co/datasets/shubh303/dense_object_detection_FiftyOne.traffic-accident-cctv-object-detection
CCTV Traffic Accident Object Detection Dataset
Overview
This dataset contains low-resolution CCTV traffic surveillance images annotated with bounding boxes for traffic accident localization.Each image includes regions corresponding to:
Accident: vehicles or regions directly involved in a collision or traffic incident
Non-accident: visible vehicles or regions not involved in the incident
The dataset is designed to support fine-grained object detection under real-world… See the full description on the dataset page: https://huggingface.co/datasets/justjuu/traffic-accident-cctv-object-detection.clash-of-clans-object-detection
Dataset Labels
['ad', 'airsweeper', 'bombtower', 'canon', 'clancastle', 'eagle', 'inferno', 'kingpad', 'mortar', 'queenpad', 'rcpad', 'scattershot', 'th13', 'wardenpad', 'wizztower', 'xbow']
Number of Images
{'train': 88, 'test': 13, 'valid': 24}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/clash-of-clans-object-detection", name="full")
example =… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/clash-of-clans-object-detection.fashion-object-detectionblood-cell-object-detection
Dataset Labels
['platelets', 'rbc', 'wbc']
Number of Images
{'train': 255, 'test': 36, 'valid': 73}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/blood-cell-object-detection", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/team-roboflow/blood-cell-detection-1ekwu/dataset/3
Citation
@misc{… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/blood-cell-object-detection.csgo-object-detection
Dataset Labels
['ct', 'cthead', 't', 'thead']
Number of Images
{'train': 3879, 'valid': 383, 'test': 192}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/csgo-object-detection", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/asd-culfr/wlots/dataset/1
Citation
@misc{ wlots_dataset,
title = {… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/csgo-object-detection.object_detection_analytic_imageKitti-Object-Detection-Evaluation-2012Hanafuda-Object-Detection
Hanafuda Object Detection Dataset
This repository provides a specialized object detection dataset for Hanafuda (traditional Japanese playing cards). It contains 300 annotated images with a total of 2,232 bounding boxes, formatted for YOLO.
Model & Training Code
The complete source code for training a YOLO model on this dataset, along with inference scripts and utilities, is available on GitHub:
tarumino3/Hanafuda-YOLO
Dataset Characteristics
Unlike synthetic… See the full description on the dataset page: https://huggingface.co/datasets/tarumino3/Hanafuda-Object-Detection.fashion-object-detection-v2football-object-detection
Roboflow Dataset Page
https://universe.roboflow.com/augmented-startups/football-player-detection-kucab
Citation
@misc{ football-player-detection-kucab_dataset,
title = { Football-Player-Detection Dataset },
type = { Open Source Dataset },
author = { Augmented Startups },
howpublished = { \url{ https://universe.roboflow.com/augmented-startups/football-player-detection-kucab } },
url = {… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/football-object-detection.car-object-detectionAnnotated_Medical_pill_for_Object_Detectionhome-object-detection-grasping-and-sorting-eval-yolov8-training-4c9a238f-1ff502e5
Small Object Grasping Training Pack
Synthetic training dataset for a robot grasping and pick-and-place of small objects resting on real surfaces (kitchen, entrance, restaurant and art-space settings). Renders at 512x512 with metric depth and per-frame annotations, using each environment's own lighting, for training Contact-GraspNet.
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/home-object-detection-grasping-and-sorting-eval-yolov8-training-4c9a238f-1ff502e5.pcb-object-detection-dataset
PCB Object Detection Dataset
A custom dataset for detecting 21 types of PCB (Printed Circuit Board) components using YOLO object detection.
Dataset Description
This dataset contains annotated images of PCB components for training YOLO-based object detection models. Each image contains multiple PCB components annotated with bounding boxes in YOLO format.
Classes (21)
#
Class
Description
0
battery
Battery holders and cells
1
button
Push… See the full description on the dataset page: https://huggingface.co/datasets/Arshia82sbn/pcb-object-detection-dataset.fashion-object-detectionred-dot_yolov12n_object_detectionbarcode-object-detection
Dataset Card
🚀 Uploaded using hubify - Convert object detection datasets to HuggingFace format
This dataset contains object detection annotations converted to HuggingFace image dataset format.
📊 Dataset Details
🏷️ Number of classes: 1
📁 Splits: train, test, validation
🖼️ Format: Images with bounding box annotations
🎯 Classes
The dataset contains the following 1 classes:
barcode
💻 Usage
from datasets import load_dataset
dataset =… See the full description on the dataset page: https://huggingface.co/datasets/benjamintli/barcode-object-detection.object_detection_bbox_merged_coco_foodopen-world-dense-object-detection
Open World Dense Object Detection Dataset
A large-scale dataset for open-world object detection containing 8,001 images with 344,079 bounding box annotations across 1,106 categories.
Important: Open-World vs Closed-Set Detection
This dataset is designed for open-world/open-vocabulary object detection models like Grounding DINO, OWL-ViT, and similar text-conditioned detectors.
Why NOT for YOLO, DETR, or Traditional Detectors?
Traditional closed-set object… See the full description on the dataset page: https://huggingface.co/datasets/shubh303/open-world-dense-object-detection.