Dataclusterlabspvtltd/Indian_Traffic_Sign_Image_Dataset

1---2license: other3license_name: datacluster-commercial-sample4license_link: LICENSE5tags:6- object-detection7- image-classification8- traffic-sign9- self-driving10- autonomous-vehicles11- generative-ai12- visual-question-answering13- computer-vision14- sample-dataset15pretty_name: Indian Traffic Sign Image Dataset (Sample)16size_categories:17- n<1K18task_categories:19- object-detection20- image-classification21---22 23# Indian Traffic Sign Image Dataset (Sample)24 25> ⚠️ **This is a free sample subset for evaluation purposes only.**  26> The full dataset (2,000+ HD images) is available for commercial licensing.  27> **Contact:** [sales@datacluster.ai](mailto:sales@datacluster.ai) · [datacluster.ai](https://datacluster.ai)28 29---30 31## Dataset Summary32 33This dataset is an extremely challenging collection of original Indian traffic sign images, crowdsourced from over 400 urban and rural areas. Every image is manually reviewed and verified by computer vision professionals at DataCluster Labs.34 35Optimized for **Generative AI, Visual Question Answering, Image Classification, and LMM development**, this dataset provides a strong basis for robust model performance in traffic sign detection and related tasks.36 37## Dataset Features (Full Dataset)38 39| Feature | Detail |40|---|---|41| **Dataset size** | 2,000+ images |42| **Captured by** | 400+ crowdsource contributors |43| **Resolution** | 100% HD and above (1920x1080+) |44| **Location** | 400+ cities across India |45| **Diversity** | Day, night, varied distances, viewpoints |46| **Device** | Mobile phones, captured 2020–2021 |47| **Usage** | Traffic sign detection, self-driving systems, traffic detection, sign detection |48| **Ownership** | Exclusively owned by DataCluster Labs — not scraped from the internet |49 50## Sample vs. Full Dataset51 52| | Sample (this repo) | Full Dataset |53|---|---|---|54| Images | Small representative subset | 2,000+ |55| Annotation formats | Pascal VOC (XML) | COCO, YOLO, Pascal VOC, TF-Record |56| Resolution | HD and above | HD and above (1920x1080+) |57| Commercial use | ❌ Not permitted | ✅ With license |58| Redistribution | ❌ Not permitted | Per license terms |59 60**To license the full dataset:** [sales@datacluster.ai](mailto:sales@datacluster.ai)61 62## Dataset Structure63 64```65Indian_Traffic_Sign_Image_Dataset/66├── images/67│   ├── img001.jpg68│   └── ...69└── annotations/70    └── voc/71        ├── img001.xml72        └── ...73```74 75Each XML file contains bounding-box annotations in Pascal VOC format, with filenames matching their corresponding image.76 77## Data Collection78 79- **Source:** Crowdsourced original photography — not downloaded from the internet80- **Contributors:** 400+ crowdsource contributors across India81- **Conditions:** Day, night, varied lighting, distances, and viewpoints82- **Use cases:** Traffic sign detection, self-driving/autonomous vehicle systems, ADAS, generative AI, VQA, LMM training83 84## How to Use85 86### Download87 88```bash89huggingface-cli download Dataclusterlabspvtltd/Indian_Traffic_Sign_Image_Dataset --repo-type dataset --local-dir ./Indian_Traffic_Sign_Image_Dataset90```91 92Or clone directly:93 94```bash95git lfs install96git clone https://huggingface.co/datasets/Dataclusterlabspvtltd/Indian_Traffic_Sign_Image_Dataset97```98 99### Convert VOC to YOLO or COCO100 101```python102from pylabel import importer103 104# VOC → YOLO105dataset = importer.ImportVOC(path="annotations/voc")106dataset.export.ExportToYoloV5(output_path="annotations/yolo")107 108# VOC → COCO109dataset.export.ExportToCoco(output_path="annotations/coco/annotations.json")110```111 112## License113 114This sample dataset is released under a **restricted commercial-sample license** — see the `LICENSE` file in this repository.115 116Key points:117- ✅ Free to download and evaluate118- ✅ Free for academic research with attribution119- ❌ No commercial use without a license from DataCluster Labs120- ❌ No redistribution or re-upload121- ❌ No use in training commercial ML models122 123The images are exclusively owned by DataCluster Labs. To access the full dataset for research or commercial purposes, a license can be purchased.124 125**Contact:** [sales@datacluster.ai](mailto:sales@datacluster.ai)126 127## Citation128 129```bibtex130@misc{datacluster_indian_traffic_sign_sample,131  title        = {Indian Traffic Sign Image Dataset (Sample)},132  author       = {DataCluster Labs},133  year         = {2026},134  howpublished = {\url{https://huggingface.co/datasets/Dataclusterlabspvtltd/Indian_Traffic_Sign_Image_Dataset}},135  note         = {Sample subset. Full dataset (2,000+ images) available for commercial licensing at sales@datacluster.ai}136}137```138 139## About DataCluster Labs140 141DataCluster 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.142 143📧 **Sales / Full Dataset Access:** sales@datacluster.ai  144🌐 **Website:** [datacluster.ai](https://datacluster.ai)