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Dataclusterlabspvtltd/Construction_Vehicle_Images_Trucks_Tractor

Construction Vehicles Dataset (Tractor & Truck) — Sample ⚠️ This is a free sample subset for evaluation purposes only.The full dataset (20,000+ HD images) is available for commercial licensing.Contact: sales@datacluster.ai · datacluster.ai Dataset Summary This dataset is an extremely challenging collection of original construction vehicle images, crowdsourced from over 600 urban and rural areas. Every image is manually reviewed and verified by computer vision… See the full description on the dataset page: https://huggingface.co/datasets/Dataclusterlabspvtltd/Construction_Vehicle_Images_Trucks_Tractor.

sourceHugging Faceotherupdated 3mo agoView on Hugging Face
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Construction Vehicles Dataset (Tractor & Truck) — Sample

⚠️ This is a free sample subset for evaluation purposes only. The full dataset (20,000+ HD images) is available for commercial licensing. Contact: sales@datacluster.ai · datacluster.ai

Dataset Summary

This dataset is an extremely challenging collection of original construction vehicle images, crowdsourced from over 600 urban and rural areas. Every image is manually reviewed and verified by computer vision professionals at DataCluster Labs.

Optimized for Generative AI, Visual Question Answering, Image Classification, and LMM development, this dataset provides a strong basis for robust model performance in construction and vehicle detection tasks.

Dataset Features (Full Dataset)

FeatureDetail
Dataset size20,000+ images
Captured by1,000+ crowdsource contributors
Resolution100% HD and above (1920x1080+)
Location600+ cities across India
DiversityDay, night, varied distances, viewpoints
DeviceMobile phones, captured 2020–2022
UsageConstruction site object detection, workplace safety monitoring, self-driving systems
OwnershipExclusively owned by DataCluster Labs — not scraped from the internet

Classes

  • —tractor
  • —truck

Sample vs. Full Dataset

Sample (this repo)Full Dataset
ImagesSmall representative subset20,000+
Annotation formatsPascal VOC (XML)COCO, YOLO, Pascal VOC, TF-Record
ResolutionHD and aboveHD and above (1920x1080+)
Commercial use❌ Not permitted✅ With license
Redistribution❌ Not permittedPer license terms

To license the full dataset: sales@datacluster.ai

Dataset Structure

construction-vehicles-sample/
├── images/
│   ├── tractor/
│   │   ├── img001.jpg
│   │   └── ...
│   └── truck/
│       ├── img001.jpg
│       └── ...
└── annotations/
    └── voc/
        ├── tractor/
        │   ├── img001.xml
        │   └── ...
        └── truck/
            ├── img001.xml
            └── ...

Each XML file contains bounding-box annotations in Pascal VOC format, with filenames matching their corresponding image.

Data Collection

  • —Source: Crowdsourced original photography — not downloaded from the internet
  • —Contributors: 1,000+ crowdsource contributors across India
  • —Conditions: Day, night, varied lighting, distances, and viewpoints
  • —Use cases: Construction site object detection, workplace safety monitoring, autonomous/self-driving systems, generative AI, VQA, LMM training

How to Use

Download

bash
huggingface-cli download <org-name>/construction-vehicles-sample --repo-type dataset --local-dir ./construction-vehicles-sample

Or clone directly:

bash
git lfs install
git clone https://huggingface.co/datasets/<org-name>/construction-vehicles-sample

Convert VOC to YOLO or COCO

python
from pylabel import importer

# VOC → YOLO
dataset = importer.ImportVOC(path="annotations/voc/tractor")
dataset.export.ExportToYoloV5(output_path="annotations/yolo/tractor")

# VOC → COCO
dataset.export.ExportToCoco(output_path="annotations/coco/tractor_annotations.json")

License

This sample dataset is released under a restricted commercial-sample license — see the LICENSE file in this repository.

Key points:

  • —✅ Free to download and evaluate
  • —✅ Free for academic research with attribution
  • —❌ No commercial use without a license from DataCluster Labs
  • —❌ No redistribution or re-upload
  • —❌ No use in training commercial ML models

The images are exclusively owned by DataCluster Labs. To access the full dataset for research or commercial purposes, a license can be purchased.

Contact: sales@datacluster.ai

Citation

bibtex
@misc{datacluster_construction_vehicles_sample,
  title        = {Construction Vehicles Dataset (Tractor & Truck) — Sample},
  author       = {DataCluster Labs},
  year         = {2026},
  howpublished = {\url{https://huggingface.co/datasets/<org-name>/construction-vehicles-sample}},
  note         = {Sample subset. Full dataset (20,000+ images) available for commercial licensing at sales@datacluster.ai}
}

About DataCluster Labs

DataCluster Labs specializes in managed crowd-sourced data collection and annotation — images, videos, audio, text, and surveys — through our Dailydata platform. We deliver custom datasets for computer vision, NLP, and ML use cases.

📧 Sales / Full Dataset Access: sales@datacluster.ai 🌐 Website: datacluster.ai