WantWords: An Open-source Online Reverse Dictionary System

thunlp/WantWords EMNLP 2020

A reverse dictionary takes descriptions of words as input and outputs words semantically matching the input descriptions.

1,901
2.75 stars / hour

Masked-attention Mask Transformer for Universal Image Segmentation

facebookresearch/Mask2Former 2 Dec 2021

While only the semantics of each task differ, current research focuses on designing specialized architectures for each task.

Instance Segmentation Panoptic Segmentation

257
2.61 stars / hour

HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing

yuval-alaluf/hyperstyle 30 Nov 2021

In this work, we introduce this approach into the realm of encoder-based inversion.

GAN inversion

440
2.41 stars / hour

Towards Real-World Blind Face Restoration with Generative Facial Prior

TencentARC/GFPGAN CVPR 2021

Blind face restoration usually relies on facial priors, such as facial geometry prior or reference prior, to restore realistic and faithful details.

Blind Face Restoration GAN inversion

4,392
1.46 stars / hour

tsai

timeseriesAI/tsai 6 Oct 2020

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

General Classification Imputation +4

1,333
1.14 stars / hour

Projected GANs Converge Faster

autonomousvision/projected_gan NeurIPS 2021

Generative Adversarial Networks (GANs) produce high-quality images but are challenging to train.

Image Generation

418
1.14 stars / hour

Masked Autoencoders Are Scalable Vision Learners

pengzhiliang/MAE-pytorch 11 Nov 2021

Our MAE approach is simple: we mask random patches of the input image and reconstruct the missing pixels.

Object Detection Self-Supervised Image Classification +2

1,306
1.02 stars / hour

NeuralProphet: Explainable Forecasting at Scale

ourownstory/neural_prophet 29 Nov 2021

NeuralProphet is a hybrid forecasting framework based on PyTorch and trained with standard deep learning methods, making it easy for developers to extend the framework.

Decision Making Time Series

1,749
0.76 stars / hour

OpenUE: An Open Toolkit of Universal Extraction from Text

zjunlp/openue EMNLP 2020

We introduce a prototype model and provide an open-source and extensible toolkit called OpenUE for various extraction tasks.

Event Extraction Intent Detection

445
0.74 stars / hour

Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling

rezazad68/deep-intervertebral-disc-labeling 14 Aug 2021

To further improve the performance of the proposed method, we propose a skeleton-based search space to reduce false positive detection.

Pose Estimation Semantic Segmentation

91
0.64 stars / hour