Unofficial PyTorch implementation of the Adaptive Convolution architecture for image style transfer

Last update: Dec 22, 2022

Overview

AdaConv

Unofficial PyTorch implementation of the Adaptive Convolution architecture for image style transfer from "Adaptive Convolutions for Structure-Aware Style Transfer". Disclaimer: I have not trained the model the full number of iterations yet, this is still a work in progress.

Direct link to the adaconv module.

Direct link to the kernel predictor module.

Data

Trained with MS COCO train2017 dataset for content images and WikiArt train dataset for style images. By default the content images should be placed in ./data/MSCOCO/train2017 and the style images in ./data/WikiArt/train. You can change these directories by passing arguments when running the script: python .\train.py --content= --style= or by changing the default value in /lib/lightning/datamodule.py

Architecture (from the original paper):

Preliminary results after training 45k iterations:

Owner

GitHub Repository

Code for the paper Open Sesame: Getting Inside BERT's Linguistic Knowledge.

Open Sesame This repository contains the code for the paper Open Sesame: Getting Inside BERT's Linguistic Knowledge. Credits We built the project on t

9 Jul 24, 2022

Applying curriculum to meta-learning for few shot classification

Curriculum Meta-Learning for Few-shot Classification We propose an adaptation of the curriculum training framework, applicable to state-of-the-art met

3 Oct 25, 2022

AttentionGAN for Unpaired Image-to-Image Translation & Multi-Domain Image-to-Image Translation

AttentionGAN-v2 for Unpaired Image-to-Image Translation AttentionGAN-v2 Framework The proposed generator learns both foreground and background attenti

530 Dec 27, 2022

ThunderSVM: A Fast SVM Library on GPUs and CPUs

What's new We have recently released ThunderGBM, a fast GBDT and Random Forest library on GPUs. add scikit-learn interface, see here Overview The miss

1.4k Dec 22, 2022

A PyTorch Implementation of "Neural Arithmetic Logic Units"

Neural Arithmetic Logic Units [WIP] This is a PyTorch implementation of Neural Arithmetic Logic Units by Andrew Trask, Felix Hill, Scott Reed, Jack Ra

181 Nov 18, 2022

Attentive Implicit Representation Networks (AIR-Nets)

Attentive Implicit Representation Networks (AIR-Nets) Preprint | Supplementary | Accepted at the International Conference on 3D Vision (3DV) teaser.mo

29 Dec 07, 2022

Convnext-tf - Unofficial tensorflow keras implementation of ConvNeXt

ConvNeXt Tensorflow This is unofficial tensorflow keras implementation of ConvNe

29 Oct 06, 2022

Video Frame Interpolation with Transformer (CVPR2022)

VFIformer Official PyTorch implementation of our CVPR2022 paper Video Frame Interpolation with Transformer Dependencies python = 3.8 pytorch = 1.8.0

63 Dec 16, 2022

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

Detectron2 is Facebook AI Research's next generation software system that implements state-of-the-art object detection algorithms. It is a ground-up r

23.3k Jan 08, 2023

S-attack library. Official implementation of two papers "Are socially-aware trajectory prediction models really socially-aware?" and "Vehicle trajectory prediction works, but not everywhere".

S-attack library: A library for evaluating trajectory prediction models This library contains two research projects to assess the trajectory predictio

71 Jan 04, 2023

Can we visualize a large scientific data set with a surrogate model? We're building a GAN for the Earth's Mantle Convection data set to see if we can!

EarthGAN - Earth Mantle Surrogate Modeling Can a surrogate model of the Earth’s Mantle Convection data set be built such that it can be readily run in

0 Dec 09, 2021

Unofficial PyTorch implementation of the Adaptive Convolution architecture for image style transfer

Related tags

Overview

AdaConv

Data

Architecture (from the original paper):

Owner

Code for the paper Open Sesame: Getting Inside BERT's Linguistic Knowledge.

Applying curriculum to meta-learning for few shot classification

AttentionGAN for Unpaired Image-to-Image Translation & Multi-Domain Image-to-Image Translation

ThunderSVM: A Fast SVM Library on GPUs and CPUs

A PyTorch Implementation of "Neural Arithmetic Logic Units"

Attentive Implicit Representation Networks (AIR-Nets)

Convnext-tf - Unofficial tensorflow keras implementation of ConvNeXt

Video Frame Interpolation with Transformer (CVPR2022)

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

S-attack library. Official implementation of two papers "Are socially-aware trajectory prediction models really socially-aware?" and "Vehicle trajectory prediction works, but not everywhere".

Self-Supervised Learning of Event-based Optical Flow with Spiking Neural Networks

Conceptual 12M is a dataset containing (image-URL, caption) pairs collected for vision-and-language pre-training.

Deconfounding Temporal Autoencoder: Estimating Treatment Effects over Time Using Noisy Proxies

An onlinel learning to rank python codebase.

PSML: A Multi-scale Time-series Dataset for Machine Learning in Decarbonized Energy Grids

Make your AirPlay devices as TTS speakers

An open-source, low-cost, image-based weed detection device for fallow scenarios.

Official repository of "Investigating Tradeoffs in Real-World Video Super-Resolution"

Show Me the Whole World: Towards Entire Item Space Exploration for Interactive Personalized Recommendations

Can we visualize a large scientific data set with a surrogate model? We're building a GAN for the Earth's Mantle Convection data set to see if we can!