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
2.27 stars / hour

PaddleNLP

PaddlePaddle/PaddleNLP IJCNLP 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.

Clustering Semantic Similarity +3

1,263
1.39 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
1.02 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
0.95 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
0.88 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
0.82 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
0.81 stars / hour

FastSeq: Make Sequence Generation Faster

microsoft/fastseq 8 Jun 2021

Transformer-based models have made tremendous impacts in natural language generation.

Text Generation

221
0.79 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
0.78 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
1.00 stars / hour