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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:

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)
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