zhangzaibin/pytorch-deep-video-prior

Analysis updated 2026-07-18 · repo last pushed 2020-12-21

Audience · researcherComplexity · 4/5DormantSetup · moderate

Mindmap

mindmap
  root((Deep Video Prior))
    What it does
      Removes frame flicker
      Blind consistency fix
      Learns from input and edits
    Tech stack
      PyTorch
      TensorFlow version
      Anaconda setup
    Use cases
      Video colorization
      Dehazing footage
      Style transfer smoothing
    Audience
      Video editors
      Researchers
      ML engineers
    Origin
      NeurIPS 2020 paper

mindmap root((Deep Video Prior)) What it does Removes frame flicker Blind consistency fix Learns from input and edits Tech stack PyTorch TensorFlow version Anaconda setup Use cases Video colorization Dehazing footage Style transfer smoothing Audience Video editors Researchers ML engineers Origin NeurIPS 2020 paper

What do people build with it?

USE CASE 1

Smooth out flickering colors after colorizing a black-and-white video frame by frame.

USE CASE 2

Clean up temporal inconsistencies after applying a dehazing tool to video frames.

USE CASE 3

Stabilize style-transfer results applied frame-by-frame to a video.

USE CASE 4

Run the included demo on your own input and processed video folders.

What is it built with?

PyTorchTensorFlowAnacondaPython

How does it compare?

	zhangzaibin/pytorch-deep-video-prior	00kaku/gallery-slider-block	04amanrajj/netwatch
Stars	—	—	0
Language	—	JavaScript	Rust
Last pushed	2020-12-21	2021-05-19	—
Maintenance	Dormant	Dormant	—
Setup difficulty	moderate	easy	moderate
Complexity	4/5	2/5	3/5
Audience	researcher	general	ops devops

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 1h+

Requires PyTorch + Anaconda environment setup and separate input/processed video folders.

Copy-paste prompts

Prompt 1

Show me how to set up pytorch-deep-video-prior with Anaconda and run the included demo.

Prompt 2

Help me use this repo to remove flicker from a video I colorized frame by frame.

Prompt 3

Explain how to point pytorch-deep-video-prior at my own input and processed video folders.

Prompt 4

What's the difference between using the PyTorch version here versus the TensorFlow version from the same authors?

Frequently asked questions

What is pytorch-deep-video-prior?

A PyTorch tool that removes flicker from videos edited frame-by-frame, like colorized or dehazed footage, so the result looks smooth and consistent over time.

Is pytorch-deep-video-prior actively maintained?

Dormant — no commits in 2+ years (last push 2020-12-21).

How hard is pytorch-deep-video-prior to set up?

Setup difficulty is rated moderate, with roughly 1h+ to a first successful run.

Who is pytorch-deep-video-prior for?

Mainly researcher.

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