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

# 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**