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

154
3.83 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.

Fine-tuning

400
3.03 stars / hour

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.

1,695
2.50 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

404
1.27 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

443
1.18 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

1,268
1.17 stars / hour

tsai

timeseriesAI/tsai 29 Oct 2019

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

Classification General Classification +2

1,274
1.15 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

4,217
1.13 stars / hour

The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis

zjunlp/deepke 15 Sep 2020

Long-tailed relation classification is a challenging problem as the head classes may dominate the training phase, thereby leading to the deterioration of the tail performance.

General Classification Relation Classification

1,093
1.09 stars / hour

End-to-End Referring Video Object Segmentation with Multimodal Transformers

mttr2021/MTTR 29 Nov 2021

Due to the complex nature of this multimodal task, which combines text reasoning, video understanding, instance segmentation and tracking, existing approaches typically rely on sophisticated pipelines in order to tackle it.

Referring Expression Segmentation Semantic Segmentation +3

104
0.98 stars / hour