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https://github.com/abhitronix/deffcode
A cross-platform High-performance FFmpeg based Real-time Video Frames Decoder in Pure Python 🎞️⚡
https://github.com/abhitronix/deffcode
computer-vision cross-platform decoder decoders ffmpeg ffmpeg-decoder framework opencv-python python python3 realtime video video-processing wrapper
Last synced: about 1 month ago
JSON representation
A cross-platform High-performance FFmpeg based Real-time Video Frames Decoder in Pure Python 🎞️⚡
- Host: GitHub
- URL: https://github.com/abhitronix/deffcode
- Owner: abhiTronix
- License: apache-2.0
- Created: 2022-03-07T07:14:21.000Z (over 2 years ago)
- Default Branch: master
- Last Pushed: 2024-07-08T18:44:57.000Z (4 months ago)
- Last Synced: 2024-10-14T04:03:49.754Z (about 1 month ago)
- Topics: computer-vision, cross-platform, decoder, decoders, ffmpeg, ffmpeg-decoder, framework, opencv-python, python, python3, realtime, video, video-processing, wrapper
- Language: Python
- Homepage: https://abhitronix.github.io/deffcode
- Size: 88.6 MB
- Stars: 182
- Watchers: 5
- Forks: 4
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE
Awesome Lists containing this project
README
![DeFFcode](https://user-images.githubusercontent.com/34266896/211494454-a16fe5b1-e7d2-44dd-84ba-67b0578611cb.png#gh-light-mode-only)
![DeFFcode](https://user-images.githubusercontent.com/34266896/211494463-a63a03d2-72a6-46bb-b40a-ab485a63674b.png#gh-dark-mode-only)[![Build Status][github-cli]][github-flow] [![Codecov branch][codecov]][code] [![Azure DevOps builds (branch)][azure-badge]][azure-pipeline]
[![Glitter chat][gitter-bagde]][gitter] [![Build Status][appveyor]][app] [![PyPi version][pypi-badge]][pypi]
[![Code Style][black-badge]][black]
---
[Releases][release] | [Recipes][recipes] | [Documentation][docs] | [Installation][installation-notes] | [License](#copyright)
---
DeFFcode - A cross-platform **High-performance Video Frames Decoder** that flexibly executes
FFmpeg pipeline inside a subprocess pipe for generating real-time, low-overhead,
lightning fast video frames with robust error-handling
in just a few lines of python code ⚡
**Highly Adaptive -** _DeFFcode APIs implements a **standalone highly-extensible wrapper around [FFmpeg][ffmpeg]** multimedia framework. These APIs **supports a wide-ranging media streams as input** source such as [live USB/Virtual/IP camera feeds][capturing-and-previewing-frames-from-a-webcam], [regular multimedia files][decoding-video-files], [screen recordings][capturing-and-previewing-frames-from-your-desktop], [image sequences][decoding-image-sequences], [network URL schemes][decoding-network-streams] (such as HTTP(s), RTP/RSTP, etc.), so on and so forth._
**Highly Flexible -** _DeFFcode APIs gains an edge over other FFmpeg Wrappers by providing **complete control over the underline pipeline** including **access to almost any FFmpeg specification thinkable** such as specifying framerate, resolution, hardware decoder(s), filtergraph(s), and pixel-format(s) that are readily **supported by all well known Computer Vision libraries**._
**Highly Convenient -** _FFmpeg has a steep learning curve especially for users unfamiliar with a command line interface. DeFFcode helps users by providing similar to OpenCV, [**Index based Camera Device Capturing**][decoding-camera-devices-using-indexes] and the **same standard [OpenCV-Python](https://docs.opencv.org/4.x/d6/d00/tutorial_py_root.html) (Python API for OpenCV) coding syntax for its APIs**, thereby making it even **easier to learn, create, and develop FFmpeg based apps** in Python._
### Key features of DeFFcode
Here are some key features that stand out:
- High-performance, low-overhead video frames decoding with robust error-handling.
- Flexible API with access to almost any FFmpeg specification thinkable.
- Supports a wide-range of media streams/devices/protocols as input source.
- Curated list of well-documented recipes ranging from [**Basic**][basic-recipes] to [**Advanced**][advanced-recipes] skill levels.
- Hands down the easiest [**Index based Camera Device Capturing**][decoding-camera-devices-using-indexes], similar to OpenCV.
- Easy to code **Real-time [Simple][transcoding-live-simple-filtergraphs] & [Complex][transcoding-live-complex-filtergraphs] Filtergraphs**. _(Yes, You read it correctly "Real-time"!)_
- Lightning fast dedicated **GPU-Accelerated Video [Decoding][hardware-accelerated-video-decoding] & [Transcoding][hardware-accelerated-video-transcoding]**.
- Enables precise FFmpeg [**Key-frame Seeking**][extracting-key-frames-as-png-image] with pinpoint accuracy.
- Effortless [**Metadata Extraction**][extracting-video-metadata] from all streams available in the source.
- Maintains the standard easy to learn [**OpenCV-Python**](https://docs.opencv.org/4.x/d6/d00/tutorial_py_root.html) coding syntax.
- Out-of-the-box support for all prominent Computer Vision libraries.
- Cross-platform, runs on Python 3.7+, and easy to install.
# Getting Started
---
**📚 Documentation: https://abhitronix.github.io/deffcode**
---
## Installation:
If this is your first time using DeFFcode, head straight to the **[Installation Notes][installation-notes] to install DeFFcode on your machine**.
### Recipes _a.k.a_ Examples:
Once you have DeFFcode installed, checkout our Well-Documented **[Recipes 🍱][basic-recipes] for usage examples**:
> **Note** In case you're run into any problems, consult our [Help section][help].
### A. [**Basic Recipes 🍰**][basic-recipes]: _Recipes for beginners of any skill level to get started._
Basic Decoding Recipes
- [Accessing RGB frames from a video file][accessing-rgb-frames-from-a-video-file]
- [Capturing and Previewing BGR frames from a video file][capturing-and-previewing-bgr-frames-from-a-video-file] _(OpenCV Support)_
- [Playing with any other FFmpeg pixel formats][playing-with-any-other-ffmpeg-pixel-formats]
- [Capturing and Previewing frames from a Looping Video][capturing-and-previewing-frames-from-a-looping-video]
- [Enumerating all Camera Devices with Indexes][enumerating-all-camera-devices-with-indexes]
- [Capturing and Previewing frames from a Camera using Indexes][capturing-and-previewing-frames-from-a-camera-using-indexes]
- [Capturing and Previewing frames from a HTTPs Stream][capturing-and-previewing-frames-from-a-https-stream]
- [Capturing and Previewing frames from a RTSP/RTP Stream][capturing-and-previewing-frames-from-a-rtsprtp-stream]
- [Capturing and Previewing frames from Sequence of images][capturing-and-previewing-frames-from-sequence-of-images]
- [Capturing and Previewing frames from Single looping image][capturing-and-previewing-frames-from-single-looping-image]Basic Transcoding Recipes
- [Transcoding video using OpenCV VideoWriter API][transcoding-video-using-opencv-videowriter-api]
- [Transcoding lossless video using WriteGear API][transcoding-lossless-video-using-writegear-api]
- [Transcoding Trimmed and Reversed video][transcoding-trimmed-and-reversed-video]
- [Transcoding Cropped video][transcoding-cropped-video]
- [Transcoding Rotated video (with `rotate` filter)][transcoding-rotated-video-with-rotate-filter]
- [Transcoding Rotated video (with `transpose` filter)][transcoding-rotated-video-with-transpose-filter]
- [Transcoding Horizontally flipped and Scaled video][transcoding-horizontally-flipped-and-scaled-video]
- [Extracting Key-frames as PNG image][extracting-key-frames-as-png-image]
- [Generating Thumbnail with a Fancy filter][generating-thumbnail-with-a-fancy-filter]Basic Metadata Recipes
- [Extracting video metadata using Sourcer API][extracting-video-metadata-using-sourcer-api]
- [Extracting video metadata using FFdecoder API][extracting-video-metadata-using-ffdecoder-api]
### B. [**Advanced Recipes 🥐**][advanced-recipes]: _Recipes to take your skills to the next level._
Live Mandelbrot pattern with a Vectorscope & two Waveforms
Advanced Decoding Recipes
- [Generate and Decode frames from Sierpinski pattern][generate-and-decode-frames-from-sierpinski-pattern]
- [Generate and Decode frames from Test Source pattern][generate-and-decode-frames-from-test-source-pattern]
- [Generate and Decode frames from Gradients with custom Text effect][generate-and-decode-frames-from-gradients-with-custom-text-effect]
- [Generate and Decode frames from Mandelbrot test pattern with vectorscope & waveforms][generate-and-decode-frames-from-mandelbrot-test-pattern-with-vectorscope-waveforms]
- [Generate and Decode frames from Game of Life Visualization][generate-and-decode-frames-from-game-of-life-visualization]
- [Capturing and Previewing frames from a Webcam using Custom Demuxer][capturing-and-previewing-frames-from-a-webcam-using-custom-demuxer]
- [Capturing and Previewing frames from your Desktop][capturing-and-previewing-frames-from-your-desktop] _(Screen Recording)_
- [CUVID-accelerated Hardware-based Video Decoding and Previewing][cuvid-accelerated-hardware-based-video-decoding-and-previewing]
- [CUDA-accelerated Hardware-based Video Decoding and Previewing][cuda-accelerated-hardware-based-video-decoding-and-previewing]Advanced Transcoding Recipes
- [Transcoding video with Live Custom watermark image overlay][transcoding-video-with-live-custom-watermark-image-overlay]
- [Transcoding video from sequence of Images with additional filtering][transcoding-video-from-sequence-of-images-with-additional-filtering]
- [Transcoding video art with YUV Bitplane Visualization][transcoding-video-art-with-yuv-bitplane-visualization]
- [Transcoding video art with Jetcolor effect][transcoding-video-art-with-jetcolor-effect]
- [Transcoding video art with Ghosting effect][transcoding-video-art-with-ghosting-effect]
- [Transcoding video art with Pixelation effect][transcoding-video-art-with-pixelation-effect]
- [CUDA-accelerated Video Transcoding with OpenCV's VideoWriter API][cuda-accelerated-video-transcoding-with-opencvs-videowriter-api]
- [CUDA-NVENC-accelerated Video Transcoding with WriteGear API][cuda-nvenc-accelerated-video-transcoding-with-writegear-api]
- [CUDA-NVENC-accelerated End-to-end Lossless Video Transcoding with WriteGear API][cuda-nvenc-accelerated-end-to-end-lossless-video-transcoding-with-writegear-api]Advanced Metadata Recipes
- [Added new attributes to metadata in FFdecoder API][added-new-attributes-to-metadata-in-ffdecoder-api]
- [Overriding source video metadata in FFdecoder API][overriding-source-video-metadata-in-ffdecoder-api]
## API in a nutshell:
As a user, you just have to remember only two DeFFcode APIs, namely:
### A. FFdecoder API
The primary function of [**FFdecoder API**][ffdecoder-api] is to **decode 24-bit RGB video frames** from the given source:
> **Note** See [API Reference][ffdecoder-api] for more in-depth information.
```py
# import the necessary packages
from deffcode import FFdecoder# formulate the decoder with suitable source
decoder = FFdecoder("https://abhitronix.github.io/html/Big_Buck_Bunny_1080_10s_1MB.mp4").formulate()# grab RGB24(default) 3D frames from decoder
for frame in decoder.generateFrame():# lets print its shape
print(frame.shape) # (1080, 1920, 3)# terminate the decoder
decoder.terminate()
```### B. Sourcer API
The primary function of [**Sourcer API**][sourcer-api] is to **gather metadata information from all multimedia streams available** in the given source:
```python
# import the necessary packages
from deffcode import Sourcer# initialize and formulate the decoder using suitable source
sourcer = Sourcer("https://abhitronix.github.io/html/Big_Buck_Bunny_1080_10s_1MB.mp4").probe_stream()# print metadata as `json.dump`
print(sourcer.retrieve_metadata(pretty_json=True))
```The resultant Terminal Output will look something as following on Windows machine
```json
{
"ffmpeg_binary_path": "C:\\Users\\foo\\AppData\\Local\\Temp\\ffmpeg-static-win64-gpl/bin/ffmpeg.exe",
"source": "https://abhitronix.github.io/html/Big_Buck_Bunny_1080_10s_1MB.mp4",
"source_extension": ".mp4",
"source_video_resolution": [1920, 1080],
"source_video_framerate": 60.0,
"source_video_pixfmt": "yuv420p",
"source_video_decoder": "h264",
"source_duration_sec": 10.0,
"approx_video_nframes": 600,
"source_video_bitrate": "832k",
"source_audio_bitrate": "",
"source_audio_samplerate": "",
"source_has_video": true,
"source_has_audio": false,
"source_has_image_sequence": false
}
```
# Contributions
> We're happy to meet new contributors💗
We welcome your contributions to help us improve and extend this project. If you want to get involved with DeFFcode development, checkout the **[Contribution Guidelines ▶️][contribute]**
We're offering support for DeFFcode on [**Gitter Community Channel**][gitter]. Come and join the conversation over there!
# Donations
DeFFcode is free and open source and will always remain so. ❤️
It is something I am doing with my own free time. But so much more needs to be done, and I need your help to do this. For just the price of a cup of coffee, you can make a difference 🙂
# Citation
Here is a Bibtex entry you can use to cite this project in a publication:
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7523792.svg)](https://doi.org/10.5281/zenodo.7523792)
```BibTeX
@software{deffcode,
author = {Abhishek Thakur},
title = {abhiTronix/deffcode: v0.2.5},
month = jan,
year = 2023,
publisher = {Zenodo},
version = {v0.2.5},
doi = {10.5281/zenodo.7523792},
url = {https://doi.org/10.5281/zenodo.7523792}
}
```
# Copyright
**Copyright © abhiTronix 2021**
This library is released under the **[Apache 2.0 License][license]**.
[appveyor]: https://img.shields.io/appveyor/ci/abhitronix/deffcode.svg?style=for-the-badge&logo=appveyor
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[azure-badge]: https://img.shields.io/azure-devops/build/abhiuna12/942b3b13-d745-49e9-8d7d-b3918ff43ac2/3/master?logo=azure-pipelines&style=for-the-badge
[pypi-badge]: https://img.shields.io/pypi/v/deffcode.svg?style=for-the-badge&logo=pypi
[gitter-bagde]: https://img.shields.io/badge/Chat-Gitter-blueviolet.svg?style=for-the-badge&logo=gitter
[coffee-badge]: https://abhitronix.github.io/img/deffcode/orange_img.png
[kofi-badge]: https://www.ko-fi.com/img/githubbutton_sm.svg
[black-badge]: https://img.shields.io/badge/code%20style-black-000000.svg?style=for-the-badge&logo=github[docs]: https://abhitronix.github.io/deffcode/latest/
[release]: https://github.com/abhiTronix/deffcode/releases/latest
[recipes]: https://abhitronix.github.io/deffcode/latest/recipes/basic/
[license]: https://github.com/abhiTronix/deffcode/blob/master/LICENSE
[help]: https://abhitronix.github.io/deffcode/latest/help/get_help
[installation-notes]: https://abhitronix.github.io/deffcode/latest/installation/#installation-notes
[ffdecoder-api]: https://abhitronix.github.io/deffcode/latest/reference/ffdecoder/#ffdecoder-api
[sourcer-api]: https://abhitronix.github.io/deffcode/latest/reference/sourcer/#sourcer-api
[contribute]: https://abhitronix.github.io/deffcode/latest/contribution/[basic-recipes]: https://abhitronix.github.io/deffcode/latest/recipes/basic/
[decoding-video-files]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-video-files/#decoding-video-files
[decoding-camera-devices-using-indexes]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-camera-devices/#decoding-camera-devices-using-indexes
[decoding-network-streams]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-network-streams/#decoding-network-streams
[decoding-image-sequences]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-image-sequences/#decoding-image-sequences
[transcode-live-frames]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames/
[transcoding-live-simple-filtergraphs]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-live-simple-filtergraphs
[saving-key-frames-as-image]: https://abhitronix.github.io/deffcode/latest/recipes/basic/save-keyframe-image/#saving-key-frames-as-image
[extracting-video-metadata]: https://abhitronix.github.io/deffcode/latest/recipes/basic/extract-video-metadata/#extracting-video-metadata
[accessing-rgb-frames-from-a-video-file]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-video-files/#accessing-rgb-frames-from-a-video-file
[capturing-and-previewing-bgr-frames-from-a-video-file]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-video-files/#capturing-and-previewing-bgr-frames-from-a-video-file
[playing-with-any-other-ffmpeg-pixel-formats]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-video-files/#playing-with-any-other-ffmpeg-pixel-formats
[capturing-and-previewing-frames-from-a-looping-video]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-video-files/#capturing-and-previewing-frames-from-a-looping-video
[enumerating-all-camera-devices-with-indexes]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-camera-devices/#enumerating-all-camera-devices-with-indexes
[capturing-and-previewing-frames-from-a-camera-using-indexes]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-camera-devices/#capturing-and-previewing-frames-from-a-camera-using-indexes
[capturing-and-previewing-frames-from-a-https-stream]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-network-streams/#capturing-and-previewing-frames-from-a-https-stream
[capturing-and-previewing-frames-from-a-rtsprtp-stream]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-network-streams/#capturing-and-previewing-frames-from-a-rtsprtp-stream
[capturing-and-previewing-frames-from-sequence-of-images]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-image-sequences/#capturing-and-previewing-frames-from-sequence-of-images
[capturing-and-previewing-frames-from-single-looping-image]: https://abhitronix.github.io/deffcode/latest/recipes/basic/decode-image-sequences/#capturing-and-previewing-frames-from-single-looping-image
[transcoding-video-using-opencv-videowriter-api]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames/#transcoding-video-using-opencv-videowriter-api
[transcoding-lossless-video-using-writegear-api]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames/#transcoding-lossless-video-using-writegear-api
[transcoding-trimmed-and-reversed-video]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-trimmed-and-reversed-video
[transcoding-cropped-video]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-cropped-video
[transcoding-rotated-video-with-rotate-filter]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-rotated-video-with-rotate-filter
[transcoding-rotated-video-with-transpose-filter]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-rotated-video-with-transpose-filter
[transcoding-horizontally-flipped-and-scaled-video]: https://abhitronix.github.io/deffcode/latest/recipes/basic/transcode-live-frames-simplegraphs/#transcoding-horizontally-flipped-and-scaled-video
[extracting-key-frames-as-png-image]: https://abhitronix.github.io/deffcode/latest/recipes/basic/save-keyframe-image/#extracting-key-frames-as-png-image
[generating-thumbnail-with-a-fancy-filter]: https://abhitronix.github.io/deffcode/latest/recipes/basic/save-keyframe-image/#generating-thumbnail-with-a-fancy-filter
[extracting-video-metadata-using-sourcer-api]: https://abhitronix.github.io/deffcode/latest/recipes/basic/extract-video-metadata/#extracting-video-metadata-using-sourcer-api
[extracting-video-metadata-using-ffdecoder-api]: https://abhitronix.github.io/deffcode/latest/recipes/basic/extract-video-metadata/#extracting-video-metadata-using-ffdecoder-api[advanced-recipes]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/
[decoding-live-virtual-sources]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#decoding-live-virtual-sources
[decoding-live-feed-devices]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-feed-devices/#decoding-live-feed-devices
[hardware-accelerated-video-decoding]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-hw-acceleration/#hardware-accelerated-video-decoding
[transcoding-live-complex-filtergraphs]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-live-frames-complexgraphs/#transcoding-live-complex-filtergraphs
[transcoding-video-art-with-filtergraphs]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-art-filtergraphs/#transcoding-video-art-with-filtergraphs
[hardware-accelerated-video-transcoding]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-hw-acceleration/#hardware-accelerated-video-transcoding
[updating-video-metadata]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/update-metadata/#updating-video-metadata
[generate-and-decode-frames-from-sierpinski-pattern]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#generate-and-decode-frames-from-sierpinski-pattern
[generate-and-decode-frames-from-test-source-pattern]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#generate-and-decode-frames-from-test-source-pattern
[generate-and-decode-frames-from-gradients-with-custom-text-effect]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#generate-and-decode-frames-from-gradients-with-custom-text-effect
[generate-and-decode-frames-from-mandelbrot-test-pattern-with-vectorscope-waveforms]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#generate-and-decode-frames-from-mandelbrot-test-pattern-with-vectorscope-waveforms
[generate-and-decode-frames-from-game-of-life-visualization]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-virtual-sources/#generate-and-decode-frames-from-game-of-life-visualization
[cuvid-accelerated-hardware-based-video-decoding-and-previewing]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-hw-acceleration/#cuvid-accelerated-hardware-based-video-decoding-and-previewing
[cuda-accelerated-hardware-based-video-decoding-and-previewing]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-hw-acceleration/#cuda-accelerated-hardware-based-video-decoding-and-previewing
[transcoding-video-with-live-custom-watermark-image-overlay]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-live-frames-complexgraphs/#transcoding-video-with-live-custom-watermark-image-overlay
[transcoding-video-from-sequence-of-images-with-additional-filtering]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-live-frames-complexgraphs/#transcoding-video-from-sequence-of-images-with-additional-filtering
[transcoding-video-art-with-jetcolor-effect]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-art-filtergraphs/#transcoding-video-art-with-jetcolor-effect
[transcoding-video-art-with-yuv-bitplane-visualization]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-art-filtergraphs/#transcoding-video-art-with-yuv-bitplane-visualization
[transcoding-video-art-with-ghosting-effect]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-art-filtergraphs/#transcoding-video-art-with-ghosting-effect
[transcoding-video-art-with-pixelation-effect]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-art-filtergraphs/#transcoding-video-art-with-pixelation-effect
[capturing-and-previewing-frames-from-a-webcam-using-custom-demuxer]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-feed-devices/#capturing-and-previewing-frames-from-a-webcam-using-custom-demuxer
[capturing-and-previewing-frames-from-your-desktop]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/decode-live-feed-devices/#capturing-and-previewing-frames-from-your-desktop
[cuda-accelerated-video-transcoding-with-opencvs-videowriter-api]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-hw-acceleration/#cuda-accelerated-video-transcoding-with-opencvs-videowriter-api
[cuda-nvenc-accelerated-video-transcoding-with-writegear-api]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-hw-acceleration/#cuda-nvenc-accelerated-video-transcoding-with-writegear-api
[cuda-nvenc-accelerated-end-to-end-lossless-video-transcoding-with-writegear-api]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/transcode-hw-acceleration/#cuda-nvenc-accelerated-end-to-end-lossless-video-transcoding-with-writegear-api
[added-new-attributes-to-metadata-in-ffdecoder-api]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/update-metadata/#added-new-attributes-to-metadata-in-ffdecoder-api
[overriding-source-video-metadata-in-ffdecoder-api]: https://abhitronix.github.io/deffcode/latest/recipes/advanced/update-metadata/#overriding-source-video-metadata-in-ffdecoder-api[github-flow]: https://github.com/abhiTronix/deffcode/actions/workflows/CIlinux.yml
[azure-pipeline]: https://dev.azure.com/abhiuna12/public/_build?definitionId=3
[app]: https://ci.appveyor.com/project/abhiTronix/deffcode
[code]: https://codecov.io/gh/abhiTronix/deffcode
[black]: https://github.com/psf/black[opencv-py]: https://docs.opencv.org/4.x/d6/d00/tutorial_py_root.html
[ffmpeg]: https://www.ffmpeg.org/
[pypi]: https://pypi.org/project/deffcode/
[gitter]: https://gitter.im/deffcode-python/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge
[coffee]: https://www.buymeacoffee.com/2twOXFvlA
[kofi]: https://ko-fi.com/W7W8WTYO