Datasets:
File size: 1,279 Bytes
9066b25 b867770 | 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 | ---
pretty_name: Enhanced Fall Dataset
language:
- en
task_categories:
- video-classification
tags:
- fall-detection
- accident-detection
- video
size_categories:
- 10K<n<100K
---
# Enhanced Fall Dataset (total = 25,691)
## Prerequisite
Download ```bear7011/gemma-4-e4b-kinetics_54K``` first for some overlapped videos. (This setting prevents cascading forgetting.)
## Notification!
1. Do not mix the sora-accident dataset into the training process.
2. Video sources:
- `videos/kinetics_fall`, `videos/kinetics_neg` — [Kinetics dataset](https://github.com/cvdfoundation/kinetics-dataset)
- `videos/oops` — [OOPS! dataset (Columbia)](https://oops.cs.columbia.edu/data/)
## File Structure
```
├── annotations
│ ├── prompts.json
│ ├── train.json
│ └── val.json
├── distribution.json
├── label.txt
├── README.md
└── videos
├── kinetics_fall
├── kinetics_neg
└── oops
```
## Label Distribution
This dataset is composed of three types of labels:
1. General Fall (8,000)
2. Hard Negative, similar to fall (10,691)
- Normal Hard Negative (3,800)
- Hard Hard Negative (3,500)
- Extreme Hard Negative (3,391)
3. Overlapped videos from 54k (7,000)
|