Datasets:
Tasks:
Image Classification
Modalities:
Image
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
100B<n<1T
License:
| license: cc-by-4.0 | |
| language: | |
| - en | |
| tags: | |
| - image | |
| - dehazing | |
| - dehazer | |
| - classification | |
| - haze | |
| - hazy | |
| - hazespace2m | |
| - removal | |
| - enhancement | |
| - restoration | |
| - image restoration | |
| - image enhancement | |
| - single image dehazing | |
| - multi weather dehazing | |
| - dehazing dataset | |
| pretty_name: >- | |
| Single Image Dehazing Dataset with Over 2 Million Hazy Images of three | |
| different types of hazes such as fog, cloud, and environmental haze (EH) of 10 | |
| different intense levels. | |
| size_categories: | |
| - 100B<n<1T | |
| task_categories: # Full list at https://github.com/huggingface/huggingface.js/blob/main/packages/tasks/src/pipelines.ts | |
| - image-classification | |
| task_ids: | |
| - multi-class-image-classification | |
| <h4 align="center"><strong><a href="https://2024.acmmm.org/">Published in ACM Multimedia 2024, Melbourne, Australia</a></strong></h4> | |
| <h2 align="center"><strong>HazeSpace2M: A Dataset for Haze Aware Single Image Dehazing <a href="https://tanvirnwu.github.io/assets/papers/HazeSpace2M.pdf" target="_blank">[Paper]</a></strong></h2> | |
| <h6 align="center">Md Tanvir Islam<sup> 1</sup>, Nasir Rahim<sup> 1</sup>, Saeed Anwar<sup> 2</sup>, Muhammad Saqib<sup> 3</sup>, Sambit Bakshi<sup> 4</sup>, Khan Muhammad<sup> 1, *</sup></h6> | |
| <h6 align="center">| 1. Sungkyunkwan University, South Korea | 2. ANU, Australia | 3. CSIRO, Australia | 4. NIT Rourkela, India || *Corresponding Author |</h6> | |
| <hr> | |
| # IMPORTANT UPDATES | |
| - 2025/07/23 | The [Satellite](https://huggingface.co/datasets/tanvirnwu/HazeSpace2M/tree/main/Satellite) version is also uploaded now. | |
| - 2025/02/28 | We will try our best to make the Satellite subset available soon. | |
| - 2025/02/24 | Checked: No indexing issues were found in the [Street](https://huggingface.co/datasets/tanvirnwu/HazeSpace2M/tree/main/Street) subset. | |
| - 2025/02/24 | Fixed the indexing issues of the [Outdoor](https://huggingface.co/datasets/tanvirnwu/HazeSpace2M/tree/main/Outdoor) subset. | |
| - 2025/02/22 | Fixed the indexing issues of the [Farmland](https://huggingface.co/datasets/tanvirnwu/HazeSpace2M/tree/main/Farmland) subset. | |
| - 2025/02/21 | Identified an indexing issue between GT and Haze images. We are working on it to fix the issues. | |
| <hr> | |
| <h1><b></b>Dataset Description</b></h1> | |
| <b>GitHub Repository:</b> https://github.com/tanvirnwu/HazeSpace2M | |
| <b>Paper:</b> https://dl.acm.org/doi/abs/10.1145/3664647.3681382 | |
| <b>Point of Contact:</b> tanvirnwu@g.skku.edu | |
| <b>Dataset Size:</b> Outdoor: 269GB | Street: 295GB | Farmland: 90GB | Satellite: 153GB | |
| <hr> | |
| # HazeSpace2M Dataset | |
|  | |
| <hr> | |
| # HazeSpace2M Folder Structure | |
|  | |
| <hr> | |
| # Proposed Multi-stage Haze Aware Dehazing | |
|  | |
| <hr> | |
| # Cite This Paper | |
| If you find our work useful in your research, please consider citing our paper: | |
| ```bibtex | |
| @inproceedings{hazespace2m, | |
| title={HazeSpace2M: A Dataset for Haze Aware Single Image Dehazing}, | |
| author={Islam, Md Tanvir and Rahim, Nasir and Anwar, Saeed and Saqib Muhammad and Bakshi, Sambit and Muhammad, Khan}, | |
| booktitle={Proceedings of the 32nd ACM International Conference on Multimedia}, | |
| year={2024}, | |
| doi = {10.1145/3664647.3681382} | |
| } | |