AnimationKit: AI Upscaling & Interpolation using Real-ESRGAN+RIFE

Overview

ALPHA 2.5: Frostbite Revival (Released 12/23/21)

Changelog:

[ UI ] Chained design. All steps link to one another! Use the master override toggles to skip processes.
[ Upscaling ] GFPGAN face-enhance toggle (embedded in Real-ESRGAN)
[ Interpolation ] Practical-RIFE implementation; 4.0 model
[ File mgmt ] Compatibility with padded filenames, File overwrite protection, verification of completion
[ Misc ] Forked essential dependencies for long-term backwards compatibility; if needed.

*This updates brings AnKit back to a functioning state. Upcoming updates will make use of recent prerequisite updates and coinciding AI advances. *


AnimationKit - AI Upscaling & Interpolation using Real-ESRGAN+RIFE

Your (eventual) all-in-one AI post-processing tool!

Early Alpha Google Colab Notebook

  1. AnimationKit Colab Notebook for Real-ESRGAN google colab logo.

Features:

  • Real-ESRGAN video upscaling (Raise your resolution by up to 4x!)
  • Practical-RIFE motion smoothing / video interpolation (Make choppy footage smooth)
  • Chained design - No need to sort through multiple cells! Set your options and forget it.
  • Google Colab (with basic UI) & Google Drive support
  • Import either mp4 files or an individual frame folder

Real-ESRGAN video upscaling, RIFE interpolation/motion smoothing, and FFMPEG hevc_nvenc (h265) compression


Credits: Motion smoothing conceived from "Zoom animation processing and motion interpolation" added by https://twitter.com/unltd_dream_co. This part of the script uses RIFE real-time video interpolation to smooth out the resulting video.

Upscaling uses Real-ESRGAN (https://github.com/xinntao/Real-ESRGAN). A demo notebook for static images can be found here: https://colab.research.google.com/drive/1k2Zod6kSHEvraybHl50Lys0LerhyTMCo?usp=sharing. The demo was based on the following paper: ''Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data''.

Feature additions & bugfixes:


Feel free to report bugs and/or help with developments! See the "Issues" page for documentation and development notes-

#Prior Changelog (Incomplete)

##ALPHA 2: Released 9/4/21 Feature additions

  • : 🔻 : Deflickering [Depcrecated]
  • Upscaling from individual frames (P2)
  • Target length (in seconds) for RIFE interpolation - Replaces old length_multiplier option

#Alpha 1 release: All major bugs have (hopefully) been patched. New functions will be released in the testing branch until debugged.

  • Anime model for realesrgan
  • 2x model
  • target output path
  • omission of outscaling (note, may need to check defaults in inference.py)
  • target fps no longer causes duplicates prior to ffmpeg end-phase (prevents upscaler from wasting gpu cycles on duplicate frames; major speed increase)
  • notebook set to high memory - necessary for RIFE
Owner
I have twisted and crawled and churned through the absurd in search of the truth but alas, this is all just paper flying in our faces.
CPF: Learning a Contact Potential Field to Model the Hand-object Interaction

Contact Potential Field This repo contains model, demo, and test codes of our paper: CPF: Learning a Contact Potential Field to Model the Hand-object

Lixin YANG 99 Dec 26, 2022
Asymmetric Bilateral Motion Estimation for Video Frame Interpolation, ICCV2021

ABME (ICCV2021) Junheum Park, Chul Lee, and Chang-Su Kim Official PyTorch Code for "Asymmetric Bilateral Motion Estimation for Video Frame Interpolati

Junheum Park 86 Dec 28, 2022
Convolutional 2D Knowledge Graph Embeddings resources

ConvE Convolutional 2D Knowledge Graph Embeddings resources. Paper: Convolutional 2D Knowledge Graph Embeddings Used in the paper, but do not use thes

Tim Dettmers 586 Dec 24, 2022
URIE: Universal Image Enhancementfor Visual Recognition in the Wild

URIE: Universal Image Enhancementfor Visual Recognition in the Wild This is the implementation of the paper "URIE: Universal Image Enhancement for Vis

Taeyoung Son 43 Sep 12, 2022
Image data augmentation scheduler for albumentations transforms

albu_scheduler Scheduler for albumentations transforms based on PyTorch schedulers interface Usage TransformMultiStepScheduler import albumentations a

19 Aug 04, 2021
This repository contains the code and models necessary to replicate the results of paper: How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective

Black-Box-Defense This repository contains the code and models necessary to replicate the results of our recent paper: How to Robustify Black-Box ML M

OPTML Group 2 Oct 05, 2022
Bayesian Optimization using GPflow

Note: This package is for use with GPFlow 1. For Bayesian optimization using GPFlow 2 please see Trieste, a joint effort with Secondmind. GPflowOpt GP

GPflow 257 Dec 26, 2022
This is the replication package for paper submission: Towards Training Reproducible Deep Learning Models.

This is the replication package for paper submission: Towards Training Reproducible Deep Learning Models.

0 Feb 02, 2022
Another pytorch implementation of FCN (Fully Convolutional Networks)

FCN-pytorch-easiest Trying to be the easiest FCN pytorch implementation and just in a get and use fashion Here I use a handbag semantic segmentation f

Y. Dong 158 Dec 21, 2022
Machine Learning Toolkit for Kubernetes

Kubeflow the cloud-native platform for machine learning operations - pipelines, training and deployment. Documentation Please refer to the official do

Kubeflow 12.1k Jan 03, 2023
We present a regularized self-labeling approach to improve the generalization and robustness properties of fine-tuning.

Overview This repository provides the implementation for the paper "Improved Regularization and Robustness for Fine-tuning in Neural Networks", which

NEU-StatsML-Research 21 Sep 08, 2022
Global-Local Attention for Emotion Recognition

Global-Local Attention for Emotion Recognition Requirements Python 3 Install tensorflow (or tensorflow-gpu) = 2.0.0 Install some other packages pip i

Minh Nhat Le 15 Apr 21, 2022
Godot RL Agents is a fully Open Source packages that allows video game creators

Godot RL Agents The Godot RL Agents is a fully Open Source packages that allows video game creators, AI researchers and hobbiest the opportunity to le

Edward Beeching 326 Dec 30, 2022
Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

Official implementation for paper "Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR"

Ziyue Feng 72 Dec 09, 2022
ULMFiT for Genomic Sequence Data

Genomic ULMFiT This is an implementation of ULMFiT for genomics classification using Pytorch and Fastai. The model architecture used is based on the A

Karl 276 Dec 12, 2022
Pure python implementations of popular ML algorithms.

Minimal ML algorithms This repo includes minimal implementations of popular ML algorithms using pure python and numpy. The purpose of these notebooks

Alexis Gidiotis 3 Jan 10, 2022
The Illinois repository for Climatehack (https://climatehack.ai/). We won 1st place!

Climatehack This is the repository for Illinois's Climatehack Team. We earned first place on the leaderboard with a final score of 0.87992. An overvie

Jatin Mathur 20 Jun 09, 2022
PyTorch Personal Trainer: My framework for deep learning experiments

Alex's PyTorch Personal Trainer (ptpt) (name subject to change) This repository contains my personal lightweight framework for deep learning projects

Alex McKinney 8 Jul 14, 2022
Artificial Intelligence search algorithm base on Pacman

Pacman Search Artificial Intelligence search algorithm base on Pacman Source The Pacman Projects by the University of California, Berkeley. Layouts Di

Day Fundora 6 Nov 17, 2022
A library that allows for inference on probabilistic models

Bean Machine Overview Bean Machine is a probabilistic programming language for inference over statistical models written in the Python language using

Meta Research 234 Dec 29, 2022