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A visualization tool for temporal action localization (detection/segmentation).

vistal 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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# VISTAL: A visualization tool for temporal action localization

A lightweight tool for visualizing temporal action localization results. It generates .ass subtitle files containing timelines for videos.

## Installation

```
pip install vistal
```

## Tutorial

Import the library

```python
from vistal import vistal, ColourScheme, Colour
```

Pack the temporal labels into a list of `tuple(start, end, label_id)`, for example:

```python
prediction = [
    # start, end, label_id
    ( 0,     2,     0),
    ( 2,     3,     1),
    ( 3,     5,     2),
    ( 5,     6,     3),
]
```

`start` and `end` are integers or floats in seconds, and `label_id` are integer IDs for each action. It is best that the whole video duration is covered by `(start, end)` sections.

And the actual temporal label, for example, is

```python
ground_truth = [
    ( 0,     1,     0),
    ( 1,     1.8,   3),
    ( 1.8,   5,     1),
    ( 4,     6,     2),
]
```

And another `dict` maps from label IDs to their names:

```python
label_names = {
    0: 'foo',
    1: 'bar',
    2: 'baz',
    3: 'background',
}
```

Now we create a colour scheme to determine what colour to represent each action:

```python
colour_scheme = ColourScheme(
    colours=[
        Colour(b=255, g=0,   r=0),
        Colour(b=0,   g=255, r=0),
        Colour(b=0,   g=0,   r=255),
        Colour(alpha=255),
    ]
)
```

Or, we can generate some random colours. The last action is background, therefore it should be transparent.

```python
colour_scheme = ColourScheme(n_colours=4, transparent_id=3)
```

Suppose the video resolution is 1280x720, and it lasts for 6 seconds. By default, the display area of the subtitles is the same as the video frame area. Scale up the display resolution by 2 times, because a few thousand is normally enough:

```python
display_width = 1280 * 2
display_height = 720 * 2
video_duration = 6
```

The main function `vistal` creates a subtitle object:

```python
sub = vistal(
    temporal_list_dict={
        'gt  ': ground_truth,
        'pred': prediction
    },
    label_names=label_names,
    colour_scheme=colour_scheme,
    video_duration=video_duration,
    display_width=display_width,
    display_height=display_height,
    timeline_height=72,
    font_size=72,
    font_name='Ubuntu Mono',
    show_legend=True,
)
```

Save to an `.ass` file:

```python
sub.save('tutorial.ass')
```

Finally, play the video and load the subtitle to the player. Make sure your video player supports `.ass` subtitle, for example PotPlayer. Here is how it looks like on a blank video:

https://user-images.githubusercontent.com/41692486/196370592-8b7df8b9-d9a1-4004-9c8b-5df4107809e1.mp4

For another complete example, see [example.py](./example.py).

# FAQ

#### What video player supports the generated subtitles?

As far as I am aware of, VLC media player and PotPlayer on Windows works fine. [Comparison of video player software: Subtitle ability - Wikipidia](https://en.wikipedia.org/wiki/Comparison_of_video_player_software#Subtitle_ability)

#### Why the VLC media player sometimes fails to show some elements?

Try restart the video, without unloading the subtitles. For example, click "next media" while in "loop one" mode.

#### The moving cursor jumps rather than moves in PotPlayer.

Try right click video -> subtitles -> Enable ASS/SSA subtitle animations.

#### Why are everything looks like stretched?

`display_width` and `display_height` do not match the video aspect ratio.

#### How to burn the subtitles into the video?

FFmpeg is capable of doing this. For example: `ffmpeg -i {input_video_path} -vf scale={width}x{height},subtitles={subtitle_path} {output_path}`. [FFmpeg wiki: How To Burn Subtitles Into Video](https://trac.ffmpeg.org/wiki/HowToBurnSubtitlesIntoVideo)

#### How to put the subtitles outside the video?

The solution is for PotPlayer. Aspect ratio of the display area (not video) leaving enough room for the subtitles needs to be determined beforehand, applied in right click -> Window Size -> Set Custom Window Size. Then `display_width` and `display_height` should match it too. Before playing the video, uncheck "Display text subs inside the video" in Preferences -> Subtitles.

#### There are small gaps between two rectangles in the timelines, while these two actions are exactly consecutive.

It is strongly recommended to set `display_width` and `display_height` to integer multiples of the display area dimensions. Normally the display area for subtitles is just the video frame area (except for the scenario in the section above: "How to put the subtitles outside the video"). Following these advices, one should be able to avoid this problem (that seems to be related to implementation of .ass subtitles).

vistal

vistal 최신버젼 다운로드

오늘의 추천 프로젝트

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