Hugging Face's logo

Datasets:
gokulbnr
/
QCR-Fast-Slow-Event-Dataset

Languages:
English
ArXiv:
Tags:
robotics
License:
Dataset card Data Studio Files Community
QCR-Fast-Slow-Event-Dataset
File size: 3,185 Bytes 
5c87dd2
662a0a8
 
5c87dd2
 
 
 
e9905f3
 
4e5f7e6
5c87dd2
e9905f3
d29fb03
 
7f250ea
 
 
 
 
59740a7
d29fb03
 
 
c8474bd
 
1ec4023
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
c8474bd
486a4d5
c492acb
de5b5ea
 
5fecf01
a038f8f
611f4f0
a038f8f
 
611f4f0
 
a038f8f
d29fb03
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
 
---
datasets:
- gokulbnr/QCR-Fast-Slow-Event-Dataset
language:
- en
tags:
- robotics
arXiv:
- https://arxiv.org/abs/2403.16425
license: mit
---

# Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras

[![Project Video](https://img.shields.io/badge/Video-Watch-red?style=for-the-badge&logo=youtube)](https://www.youtube.com/watch?v=8D9gtHqteEQ)
[![Website](https://img.shields.io/badge/Website-Visit-blue?style=for-the-badge&logo=googlechrome)](https://gokulbnr.github.io/publication/dvs-biasing-vpr)
[![GitHub](https://img.shields.io/badge/GitHub-Repository-black?style=for-the-badge&logo=github)](https://github.com/gokulbnr/fast-slow-biased-event-vpr)
[![arXiv](https://img.shields.io/badge/arXiv-Version-b31b1b?style=for-the-badge&logo=arxiv)](https://arxiv.org/abs/2403.16425)
[![IEEE Xplore](https://img.shields.io/badge/IEEE%20Xplore-Read-blue?style=for-the-badge&logo=openaccess)](https://ieeexplore.ieee.org/document/10802384)


Welcome to the official **QCR-Fast-Slow-Event-Dataset** dataset repository attached to the paper [**Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras**](https://arxiv.org/abs/2403.16425), to be presented at the 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024). This work introduces feedback control algorithms that dynamically change bias parameters for event-cameras to stabilize event-rate in an online manner. The work reports improvements in visual place recognition performances across variations in environment brightness conditions, validated through comprehensive real-time evaluations using a new [QCR-Fast-and-Slow-Event-Dataset](https://huggingface.co/datasets/gokulbnr/QCR-Fast-Slow-Event-Dataset).

## File Structure

QCR-Fast-Slow-Event-Dataset  
├── ablation_study_components.tar.gz  
├── ablation_study_slow_changes_freq.tar.gz  
├── grid_search  
│   ├── aedats  
│   │   ├── +0+0+0_h_qry.aedat.tar.gz  
│   │   ├── ...  
│   │   ├── ... (Raw AEDAT2.0's from 108 traversals)  
│   │   ├── ...  
│   │   └── -2-2-2_l_ref.aedat.tar.gz  
│   └── bags.tar.gz  
├── main_experiments  
│   ├── default_params.tar.gz  
│   ├── Fast_Slow.tar.gz  
│   ├── PxBw.tar.gz  
│   ├── PxTh.tar.gz  
│   └── RfPr.tar.gz  
└── README.md  

More information on how to use the dataset can be found in the official codebase repository on [GitHub](https://github.com/gokulbnr/fast-slow-biased-event-vpr).


### Cite us at
[Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras](https://arxiv.org/abs/2403.16425)
```
@inproceedings{nair2024enhancing,
  title={Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras},
  author={Nair, Gokul B and Milford, Michael and Fischer, Tobias},
  booktitle={Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  year={2024}
}
```

## License

This dataset is licensed under the [MIT License](https://opensource.org/licenses/MIT).