task_categories:image-classification language:en license:cc-by-nd-4.0 code region:us
The dataset consisting of garbage cans of various capacities and types.
Best to train a neural network to monitor the timely removal of garbage and
organize the logistics of vehicles for garbage collection. Dataset is useful
for the recommendation systems, optimization and automization the work of 
community services, smart city.
@InProceedings{huggingface:dataset,
title = {outdoor_garbage},
author = {TrainingDataPro},
year = {2023}
}
---
license: cc-by-nd-4.0
task_categories:
- image-classification
language:
- en
tags:
- code
dataset_info:
  features:
  - name: image_id
    dtype: int32
  - name: image
    dtype: image
  - name: annotations
    dtype: string
  splits:
  - name: train
    num_bytes: 608467996
    num_examples: 100
  download_size: 607803398
  dataset_size: 608467996
---

# Outdoor Garbage Dataset

The dataset consisting of garbage cans of various capacities and types. Best to train a neural network to monitor the timely removal of garbage and organize the logistics of vehicles for garbage collection. Dataset is useful for the recommendation systems, optimization and automization the work of coomunity services, smart city.

![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2Fdc8b0574545e4e7963b06f6c47ce4a8e%2F(1).png?generation=1686047397390850&alt=media)

# Get the dataset

### This is just an example of the data

Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=outdoor_garbage) to discuss your requirements, learn about the price and buy the dataset.

# Content

Dataset includes 10 000 images of trash cans: 
- in different times of day
- in different weather conditions 

## Types of garbage cans capacity

- **is_full** - at least one of the trash cans shown in the photo is completely full. This type includes filled to the top, overflown cans.
- **is_empty** - garbage cans have free space, it could be half full or completely empty.
- **is_scattered** - the tag is added with is_empty or is_full. The tag means that the garbage (volumetric garbage bags, or building waste, but not single elements) is scattered nearby. 

# Data Format

Each image from `img` folder is accompanied by an XML-annotation in the `annotations.xml` file indicating the labeled types of garbage cans capacities for each image in the dataset.

# Example of XML file structure
![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2F23d24b8378ac2db06e71e57ecb3d13ac%2Fcarbon%20(5).png?generation=1686076026295933&alt=media)

## [**TrainingData**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=outdoor_garbage) provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account:  **https://www.kaggle.com/trainingdatapro/datasets**

TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**