Published September 30, 2024 | Version v1
Dataset Restricted

ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints. Datasets, Benchmark Results, and Torch Files.

Authors/Creators

Description

# ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints. Datasets, Benchmark Results, and Torch Files.

## Table of Contents

- [Overview](#overview)
- [Folder Structure](#folder-structure)
- [Contents](#contents)
- [Licenses](#licenses)

## Overview
This project contains three datasets along with stored results from the conducted benchmark analysis and torch files for running or reproducing active learning experiments.

## Folder Structure

```plaintext
conBatchBAL_datasets/
├── benchmark_results/
├── benchmark_torch_files/
├── build6k/
├── mnist6k/
└── nieman17k/
```

## Contents:
- benchmark_results/: This directory contains the results and config files for reproducing the experiments presented in the paper.

- benchmark_torch_files/: This folder contains the required torch (and json) files to run/reproduce active learning experiments.

- build6k/: This folder contains approximately 6000 aerial images of buildings in Rotterdam with their corresponding energy efficiency class and geolocation.

- mnist6k/: This folder contains approximately 6000 images of digits *artificially* geolocated in Rotterdam. The geolocations correspond to the buildings contained on the *build6k* dataset.

- nieman17k/: This folder contains approximately 17000 aerial images of buildings in Rotterdam with their corresponding typology class and geolocation.

**Additional readme files are included in each directory.**

## Licenses

- build6k/
The build6k dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) [LICENSE](https://creativecommons.org/licenses/by/4.0/), allowing for use, distribution, and modifications with proper attribution.

- mnist6k/
The mnist6k dataset is released under the CC BY-SA 3.0 [LICENSE](https://creativecommons.org/licenses/by-sa/3.0/).

- nieman17k/
The nieman17k dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) [LICENSE](https://creativecommons.org/licenses/by/4.0/), allowing for use, distribution, and modifications with proper attribution.

- Benchmark Results and Torch Files
The benchmark results and Torch files generated as part of this project are released under the Creative Commons Attribution 4.0 International (CC BY 4.0) [LICENSE](https://creativecommons.org/licenses/by/4.0/), allowing for use, distribution, and modifications with proper attribution.

**License details are included separately in each directory**

Files

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The record is publicly accessible, but files are restricted to users with access.