taki0112/MUNIT-Tensorflow

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Updated over 5 years ago

taki0112/MUNIT-Tensorflow

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Simple Tensorflow implementation of "Multimodal Unsupervised Image-to-Image Translation" (ECCV 2018)

MUNIT-Tensorflow

Simple Tensorflow implementation of "Multimodal Unsupervised Image-to-Image Translation"

Requirements

Tensorflow 1.4
Python 3.6

Issue

Author uses so many iterations (1M = 1,000,000)
Author uses LSGAN, but do not multiply each of G and D by 0.5

Usage

├── dataset
   └── YOUR_DATASET_NAME
       ├── trainA
           ├── xxx.jpg (name, format doesn't matter)
           ├── yyy.png
           └── ...
       ├── trainB
           ├── zzz.jpg
           ├── www.png
           └── ...
       ├── testA
           ├── aaa.jpg 
           ├── bbb.png
           └── ...
       └── testB
           ├── ccc.jpg 
           ├── ddd.png
           └── ...
           
├── guide.jpg (example for guided image translation task)

Train

python main.py --phase train --dataset summer2winter --batch_size 1

Test

python main.py --phase test --dataset summer2winter --batch_size 1 --num_style 3

Guided Image Translation

python main.py --phase guide --dataset summer2winter --batch_size 1 --direction a2b --guide_img guide.jpg

Summary

Architecture

Model Overview

Results

Edges to Shoes/handbags Translation

Animal Image Translation

Street Scene Translation

Yosemite Summer to Winter Translation (HD)

Example-guided Image Translation

Related works

Reference

MUNIT-Pytorch (Author implementation)

Author

Junho Kim

UGATIT

Official Tensorflow implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation (ICLR 2020)

Tensorflow-Cookbook

Simple Tensorflow Cookbook for easy-to-use

SENet-Tensorflow

Simple Tensorflow implementation of "Squeeze and Excitation Networks" using Cifar10 (ResNeXt, Inception-v4, Inception-resnet-v2)

StarGAN-Tensorflow

Simple Tensorflow implementation of StarGAN (CVPR 2018 Oral)

Self-Attention-GAN-Tensorflow

Simple Tensorflow implementation of "Self-Attention Generative Adversarial Networks" (SAGAN)

Densenet-Tensorflow

Simple Tensorflow implementation of Densenet using Cifar10, MNIST

SPADE-Tensorflow

Simple Tensorflow implementation of "Semantic Image Synthesis with Spatially-Adaptive Normalization" a.k.a. GauGAN, SPADE (CVPR 2019 Oral)

Vector_Similarity

Python, Java implementation of TS-SS called from "A Hybrid Geometric Approach for Measuring Similarity Level Among Documents and Document Clustering"

Tensorflow2-Cookbook

Simple Tensorflow 2.x Cookbook for easy-to-use

BigGAN-Tensorflow

Simple Tensorflow implementation of "Large Scale GAN Training for High Fidelity Natural Image Synthesis" (BigGAN)

vit-tensorflow

Vision Transformer Cookbook with Tensorflow

CartoonGAN-Tensorflow

Simple Tensorflow implementation of CartoonGAN (CVPR 2018)

StyleGAN-Tensorflow

Simple & Intuitive Tensorflow implementation of StyleGAN (CVPR 2019 Oral)

GAN_Metrics-Tensorflow

Simple Tensorflow implementation of metrics for GAN evaluation (Inception score, Frechet-Inception distance, Kernel-Inception distance)

ResNet-Tensorflow

Simple Tensorflow implementation of pre-activation ResNet18, 34, 50, 101, 152

ResNeXt-Tensorflow

Simple Tensorflow implementation of ResNeXt using Cifar10

AdaBound-Tensorflow

Simple Tensorflow implementation of "Adaptive Gradient Methods with Dynamic Bound of Learning Rate" (ICLR 2019)

Spectral_Normalization-Tensorflow

Simple Tensorflow Implementation of "Spectral Normalization for Generative Adversarial Networks" (ICLR 2018)

DRIT-Tensorflow

Simple Tensorflow implementation of "Diverse Image-to-Image Translation via Disentangled Representations" (ECCV 2018 Oral)

StarGAN_v2-Tensorflow

Simple Tensorflow implementation of StarGAN_v2

AMSGrad-Tensorflow

Simple Tensorflow implementation of "On the Convergence of Adam and Beyond" (ICLR 2018)

RAdam-Tensorflow

Simple Tensorflow implementation of "On The Variance Of The Adaptive Learning Rate And Beyond"

UNIT-Tensorflow

Simple Tensorflow implementation of "Unsupervised Image to Image Translation Networks" (NIPS 2017 Spotlight)

Awesome-DeepLearning-Study

Summary of DeepLearning (Korean and English are included)

partial_conv-Tensorflow

Simple Tensorflow implementation of "Partial Convolution based Padding" (partialconv)

FusionGAN-Tensorflow

Simple Tensorflow implementation of FusionGAN (CVPR 2018)

Tensorflow-DatasetAPI

Simple Tensorflow DatasetAPI Tutorial for reading image

TripleGAN-Tensorflow

Simple Tensorflow implementation of Triple Generative Adversarial Nets (NIPS 2017)

FUNIT-Tensorflow

Simple Tensorflow implementation of "Few-Shot Unsupervised Image-to-Image Translation" (ICCV 2019)

SphereGAN-Tensorflow

Simple Tensorflow implementation of SphereGAN (CVPR 2019 Oral)

GDWCT-Tensorflow

Simple Tensorflow implementation of "Image-to-Image Translation via Group-wise Deep Whitening-and-Coloring Transformation" (CVPR 2019 Oral)

RelativisticGAN-Tensorflow

Simple Tensorflow implementation of RelativisticGAN

AdamP-Tensorflow

Tensorflow Implementation of "Slowing Down the Weight Norm Increase in Momentum-based Optimizers"

Batch_Instance_Normalization-Tensorflow

Simple Tensorflow implementation of Batch-Instance Normalization (NIPS 2018)

GCNet-Tensorflow

Simple Tensorflow implementation of "GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond"

Diffusion-Tensorflow

Tensorflow implementations of Diffusion models (DDPM, DDIM)

CNN-Architecture-Summary

Simple Summary of CNN Architecture

tf-torch-template

Deep learning project template with tensorflow & pytorch (multi-gpu version)

Switchable_Normalization-Tensorflow

Simple Tensorflow implementation of "Switchable Normalization"

AdaConv-Tensorflow

Simple Tensorflow implementation of "Adaptive Convolutions for Structure-Aware Style Transfer" (CVPR 2021)

AttnGAN-Tensorflow

Simple Tensorflow implementation of "AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks" (CVPR 2018)

CLIP-Tensorflow

Simple Tensorflow implementation of CLIP

Image_similarity_with_elastic_search

Find the original image of the converted image with elastic search

RealnessGAN-Tensorflow

Simple Tensorflow implementation of "RealnessGAN: Real or Not Real, that is the Question" (ICLR 2020 Spotlight)

ControlGAN-Tensorflow

Simple Tensorflow implementation of "ControlGAN: Controllable Text-to-Image Generation" (NeurIPS 2019)

CycleGAN-Tensorflow

Simple Tensorflow implementation of CycleGAN

diffusion-pytorch

이화여대 강의자료

SRM-Tensorflow

Simple Tensorflow implementation of "SRM : A Style-based Recalibration Module for Convolutional Neural Networks"

GAN-Tensorflow

An implementation of GAN using TensorFlow

SDIT-Tensorflow

Simple Tensorflow implementation of "SDIT: Scalable and Diverse Cross-domain Image Translation" (ACM-MM 2019)

StableGAN-Tensorflow

Simple Tensorflow implementation of "Stabilizing Adversarial Nets With Prediction Methods" (ICLR 2018)

Toward_spatial_unbiased-Tensorflow

Simple Tensorflow implementation of "Toward Spatially Unbiased Generative Models" (ICCV 2021)

denoising-diffusion-gan-Tensorflow

Tensorflow implementation of "Tackling the Generative Learning Trilemma with Denoising Diffusion GANs" (ICLR 2022 Spotlight)

MirrorGAN-Tensorflow

Simple Tensorflow implementation of "MirrorGAN: Learning Text-to-image Generation by Redescription" (CVPR 2019)

Word2VecJava

Word2Vec In Java (2013 google word2vec opensource)

StackGAN-Tensorflow

Simple Tensorflow implementation of "StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks" (ICCV 2017 Oral)

MDGAN-Tensorflow

Simple Tensorflow implementation of "MDGAN: Mixture Density Generative Adversarial Networks" (CVPR 2019)

DiscoGAN-Tensorflow

Simple Tensorflow implementation of DiscoGAN

stylegan2-pytorch

Pytorch implementation of StyleGAN2 in my style

pix2pix-Tensorflow

SImple Tensorflow implementations of " Image-to-Image Translation with Conditional Adversarial Networks" (CVPR 2017)

DCGAN-Tensorflow

SImple Tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

taki0112

coding_interview

Programmers coding interview in Korean

CIPS-Tensorflow

Simple Tensorflow implementation of "Image Generators with Conditionally-Independent Pixel Synthesis" (CVPR 2021 Oral)

Image_classification_CNN-Tensorflow

Classify dog and cat images of kaggle data

TFIDF_Java

Get TF-IDF of Words

CNN_Tensorflow

Convolutional Neural Network with Tensorflow, MNIST data

grid_sample-Tensorflow

Tensorflow implementation of the grid_sample of pytorch.

NiN-Tensorflow

Simple Tensorflow implementation of Network in Network

Naver-Keyword_Analysis

Keyword Analysis from Naver Hack Day

mnist_embedding

Deep-Q-network

Reinforcement study

Bamboo