Trending Research

Plan2Scene: Converting Floorplans to 3D Scenes

3dlg-hcvc/plan2scene 9 Jun 2021

We address the task of converting a floorplan and a set of associated photos of a residence into a textured 3D mesh model, a task which we call Plan2Scene.

Plan2Scene

197
1.91 stars / hour

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

NVlabs/SegFormer 31 May 2021

We present SegFormer, a simple, efficient yet powerful semantic segmentation framework which unifies Transformers with lightweight multilayer perception (MLP) decoders.

Semantic Segmentation

62
1.53 stars / hour

XBNet : An Extremely Boosted Neural Network

tusharsarkar3/XBNet 9 Jun 2021

Neural networks have proved to be very robust at processing unstructured data like images, text, videos, and audio.

Classification

76
0.89 stars / hour

PaddleNLP

PaddlePaddle/PaddleNLP ACL 2019

An NLP library with Awesome pre-trained Transformer models and easy-to-use interface, supporting wide-range of NLP tasks from research to industrial applications.

Language Modelling

1,263
0.87 stars / hour

Rethinking the Implementation Matters in Cooperative Multi-Agent Reinforcement Learning

hijkzzz/pymarl2 6 Feb 2021

Multi-Agent Reinforcement Learning (MARL) has seen revolutionary breakthroughs with its successful application to multi-agent cooperative tasks such as computer games and robot swarms.

SMAC Starcraft

156
0.83 stars / hour

EPSANet: An Efficient Pyramid Split Attention Block on Convolutional Neural Network

xmu-xiaoma666/External-Attention-pytorch 30 May 2021

Recently, it has been demonstrated that the performance of a deep convolutional neural network can be effectively improved by embedding an attention module into it.

Image Classification Instance Segmentation +2

274
0.80 stars / hour

Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation

hkchengrex/STCN 9 Jun 2021

This paper presents a simple yet effective approach to modeling space-time correspondences in the context of video object segmentation.

Semantic Segmentation Semi-Supervised Video Object Segmentation +1

80
0.77 stars / hour

SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training

somepago/saint 2 Jun 2021

We devise a hybrid deep learning approach to solving tabular data problems.

Fraud Detection

54
0.77 stars / hour

Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning

OATML/Non-Parametric-Transformers 4 Jun 2021

We challenge a common assumption underlying most supervised deep learning: that a model makes a prediction depending only on its parameters and the features of a single input.

3D Part Segmentation

187
0.70 stars / hour

SimSwap: An Efficient Framework For High Fidelity Face Swapping

neuralchen/SimSwap 11 Jun 2021

In contrast to previous approaches that either lack the ability to generalize to arbitrary identity or fail to preserve attributes like facial expression and gaze direction, our framework is capable of transferring the identity of an arbitrary source face into an arbitrary target face while preserving the attributes of the target face.

Face Swapping

81
0.67 stars / hour