README.md

metadata

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
   • videos/oops — OOPS! dataset (Columbia)

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)