Datasets:
Duplicate from omasteam/waste-garbage-management-dataset
Browse filesCo-authored-by: omasteam <omasteam@users.noreply.huggingface.co>
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- .gitattributes +59 -0
- README.md +121 -0
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---
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dataset_info:
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features:
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- name: image
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dtype: image
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- name: label
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dtype:
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class_label:
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names:
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- Metal
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- Glass
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- Biological
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- Paper
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- Battery
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- Trash
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- Cardboard
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- Shoes
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- Clothes
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- Plastic
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splits:
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- name: train
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num_examples: 19762
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total_num_examples: 19762
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task_templates:
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- task: image-classification
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input_schema: image
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label_schema: class_label
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license: mit
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tags:
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- waste
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- garbage
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- waste-management
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- cnn
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size_categories:
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- 10K<n<100K
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---
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# Garbage Classification Dataset
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## Dataset Summary
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This dataset contains images of garbage items categorized into **10 classes**, designed for machine learning and computer vision projects focusing on **recycling and waste management**.
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It is ideal for building classification or object detection models, or developing **AI-powered solutions for sustainable waste disposal**.
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- **Total Images:** 19,762
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- **Number of Classes:** 10
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### Class Distribution
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- **Metal:** 1020
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- **Glass:** 3061
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- **Biological:** 997
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- **Paper:** 1680
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- **Battery:** 944
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- **Trash:** 947
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- **Cardboard:** 1825
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- **Shoes:** 1977
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- **Clothes:** 5327
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- **Plastic:** 1984
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---
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## Key Features
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- **Diverse Categories:** Covers common household waste items for a wide range of applications.
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- **Balanced Distribution:** Each class is sufficiently populated, ensuring robust model training.
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- **High-Quality Images:** Clear and well-annotated images for better performance in computer vision tasks.
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- **Real-World Applications:** Ideal for recycling solutions, waste segregation apps, and educational tools.
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---
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## Academic Reference
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This dataset was featured in the research paper:
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**_"Managing Household Waste Through Transfer Learning"_**
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It demonstrates the dataset’s utility in **real-world waste management applications**. Researchers and developers can replicate or extend the experiments for further studies.
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---
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## 🔗 Parquet version
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This dataset is automatically converted to [Apache Parquet](https://parquet.apache.org/) by the Hugging Face parquet-converter bot.
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You can find the Parquet files here:
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👉 [View Parquet files](https://huggingface.co/datasets/omasteam/waste-garbage-management-dataset/tree/refs%2Fconvert%2Fparquet)
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Using the Parquet version is often faster for loading and querying metadata.
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### Example usage
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```python
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from datasets import load_dataset
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# Load metadata from the parquet-converted branch
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dataset = load_dataset("omasteam/waste-garbage-management-dataset", split="train")
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print(dataset[0])
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```
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---
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## Applications
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- **AI for Sustainability:** Train AI models to classify garbage and promote automated waste management.
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- **Recycling Programs:** Build systems to sort garbage into recyclable and non-recyclable materials.
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- **Environmental Education:** Develop tools to teach kids and adults about proper waste disposal.
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---
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## Feedback
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Thank you for your interest in our waste dataset!
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Whether you have used the dataset or are considering its use, your feedback is crucial. Please share your thoughts and experiences to help us improve.
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---
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## Citation
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If you use this dataset, please cite the following:
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**Author:** *Suman Kunwar*
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**Company:** *D.Waste.app*
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**App Link:** [Deep Waste - Play Store](https://play.google.com/store/apps/details?id=com.hai.deep_waste&hl=en)
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---
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battery/battery_1.jpg
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