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.
Intent parsing and slot filling in PyTorch with seq2seq + attention

PyTorch Seq2Seq Intent Parsing Reframing intent parsing as a human - machine translation task. Work in progress successor to torch-seq2seq-intent-pars

Sean Robertson 160 Jan 07, 2023
《Image2Reverb: Cross-Modal Reverb Impulse Response Synthesis》(2021)

Image2Reverb Image2Reverb is an end-to-end neural network that generates plausible audio impulse responses from single images of acoustic environments

Nikhil Singh 48 Nov 27, 2022
Marine debris detection with commercial satellite imagery and deep learning.

Marine debris detection with commercial satellite imagery and deep learning. Floating marine debris is a global pollution problem which threatens mari

Inter Agency Implementation and Advanced Concepts 56 Dec 16, 2022
This is the repository for paper NEEDLE: Towards Non-invertible Backdoor Attack to Deep Learning Models.

This is the repository for paper NEEDLE: Towards Non-invertible Backdoor Attack to Deep Learning Models.

1 Oct 25, 2021
Auto grind btdb2 exp for tower

Bloons TD Battles 2 EXP Grinder Auto grind btdb2 exp for towers Setup I suggest checking out every screenshot to see what they are supposed to be, so

Vincent 6 Jul 29, 2022
Realtime micro-expression recognition using OpenCV and PyTorch

Micro-expression Recognition Realtime micro-expression recognition from scratch using OpenCV and PyTorch Try it out with a webcam or video using the e

Irfan 35 Dec 05, 2022
The codes of paper 'Active-LATHE: An Active Learning Algorithm for Boosting the Error exponent for Learning Homogeneous Ising Trees'

Active-LATHE: An Active Learning Algorithm for Boosting the Error exponent for Learning Homogeneous Ising Trees This project contains the codes of pap

0 Apr 20, 2022
Jremesh-tools - Blender addon for quad remeshing

JRemesh Tools Blender 2.8 - 3.x addon for quad remeshing. Currently it is a wrap

Jayanam 89 Dec 30, 2022
“Robust Lightweight Facial Expression Recognition Network with Label Distribution Training”, AAAI 2021.

EfficientFace Zengqun Zhao, Qingshan Liu, Feng Zhou. "Robust Lightweight Facial Expression Recognition Network with Label Distribution Training". AAAI

Zengqun Zhao 119 Jan 08, 2023
This code is part of the reproducibility package for the SANER 2022 paper "Generating Clarifying Questions for Query Refinement in Source Code Search".

Clarifying Questions for Query Refinement in Source Code Search This code is part of the reproducibility package for the SANER 2022 paper "Generating

Zachary Eberhart 0 Dec 04, 2021
Template repository to build PyTorch projects from source on any version of PyTorch/CUDA/cuDNN.

The Ultimate PyTorch Source-Build Template Translations: 한국어 TL;DR PyTorch built from source can be x4 faster than a naïve PyTorch install. This repos

Joonhyung Lee/이준형 651 Dec 12, 2022
Fast, Attemptable Route Planner for Navigation in Known and Unknown Environments

FAR Planner uses a dynamically updated visibility graph for fast replanning. The planner models the environment with polygons and builds a global visi

Fan Yang 346 Dec 30, 2022
Mask2Former: Masked-attention Mask Transformer for Universal Image Segmentation in TensorFlow 2

Mask2Former: Masked-attention Mask Transformer for Universal Image Segmentation in TensorFlow 2 Bowen Cheng, Ishan Misra, Alexander G. Schwing, Alexan

Phan Nguyen 1 Dec 16, 2021
YuNetのPythonでのONNX、TensorFlow-Lite推論サンプル

YuNet-ONNX-TFLite-Sample YuNetのPythonでのONNX、TensorFlow-Lite推論サンプルです。 TensorFlow-LiteモデルはPINTO0309/PINTO_model_zoo/144_YuNetのものを使用しています。 Requirement Op

KazuhitoTakahashi 8 Nov 17, 2021
FAMIE is a comprehensive and efficient active learning (AL) toolkit for multilingual information extraction (IE)

FAMIE: A Fast Active Learning Framework for Multilingual Information Extraction

18 Sep 01, 2022
This is a project based on retinaface face detection, including ghostnet and mobilenetv3

English | 简体中文 RetinaFace in PyTorch Chinese detailed blog:https://zhuanlan.zhihu.com/p/379730820 Face recognition with masks is still robust---------

pogg 59 Dec 21, 2022
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion (CVPR'2021, Oral)

DSA^2 F: Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion (CVPR'2021, Oral) This repo is the official imp

如今我已剑指天涯 46 Dec 21, 2022
NaturalCC is a sequence modeling toolkit that allows researchers and developers to train custom models

NaturalCC NaturalCC is a sequence modeling toolkit that allows researchers and developers to train custom models for many software engineering tasks,

159 Dec 28, 2022
DeepSpamReview: Detection of Fake Reviews on Online Review Platforms using Deep Learning Architectures. Summer Internship project at CoreView Systems.

Detection of Fake Reviews on Online Review Platforms using Deep Learning Architectures Dataset: https://s3.amazonaws.com/fast-ai-nlp/yelp_review_polar

Ashish Salunkhe 37 Dec 17, 2022
Self-supervised learning optimally robust representations for domain generalization.

OptDom: Learning Optimal Representations for Domain Generalization This repository contains the official implementation for Optimal Representations fo

Yangjun Ruan 18 Aug 25, 2022