Trending Research

Emerging Properties in Self-Supervised Vision Transformers

29 Apr 2021facebookresearch/dino

In this paper, we question if self-supervised learning provides new properties to Vision Transformer (ViT) that stand out compared to convolutional networks (convnets).

COPY DETECTION SELF-SUPERVISED IMAGE CLASSIFICATION SELF-SUPERVISED LEARNING SEMANTIC SEGMENTATION VIDEO OBJECT DETECTION

1,624
4.99 stars / hour

Universal Language Model Fine-tuning for Text Classification

ACL 2018 mrdbourke/tensorflow-deep-learning

Inductive transfer learning has greatly impacted computer vision, but existing approaches in NLP still require task-specific modifications and training from scratch.

CLASSIFICATION LANGUAGE MODELLING SENTIMENT ANALYSIS TEXT CLASSIFICATION TRANSFER LEARNING

848
2.30 stars / hour

StyleMapGAN: Exploiting Spatial Dimensions of Latent in GAN for Real-time Image Editing

30 Apr 2021naver-ai/StyleMapGAN

Although manipulating the latent vectors controls the synthesized outputs, editing real images with GANs suffers from i) time-consuming optimization for projecting real images to the latent vectors, ii) or inaccurate embedding through an encoder.

IMAGE INTERPOLATION IMAGE MANIPULATION

141
1.29 stars / hour

Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples

28 Apr 2021facebookresearch/suncet

This paper proposes a novel method of learning by predicting view assignments with support samples (PAWS).

IMAGE CLASSIFICATION

217
1.01 stars / hour

ISTR: End-to-End Instance Segmentation with Transformers

3 May 2021hujiecpp/ISTR

However, such an upgrade is not applicable to instance segmentation, due to its significantly higher output dimensions compared to object detection.

INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

66
0.96 stars / hour

Vector Neurons: A General Framework for SO(3)-Equivariant Networks

25 Apr 2021FlyingGiraffe/vnn

Invariance and equivariance to the rotation group have been widely discussed in the 3D deep learning community for pointclouds.

100
0.42 stars / hour

Learning to drive from a world on rails

3 May 2021dotchen/WorldOnRails

This assumption greatly simplifies the learning problem, factorizing the dynamics into a nonreactive world model and a low-dimensional and compact forward model of the ego-vehicle.

AUTONOMOUS DRIVING

32
0.42 stars / hour

MLP-Mixer: An all-MLP Architecture for Vision

4 May 2021rishikksh20/MLP-Mixer-pytorch

Convolutional Neural Networks (CNNs) are the go-to model for computer vision.

IMAGE CLASSIFICATION

24
0.42 stars / hour

PyTorch Tabular: A Framework for Deep Learning with Tabular Data

28 Apr 2021manujosephv/pytorch_tabular

But popularity is still a challenge because there is no easy, ready-to-use library like Sci-Kit Learn for deep learning.

261
0.41 stars / hour

Motion Representations for Articulated Animation

22 Apr 2021snap-research/articulated-animation

To facilitate animation and prevent the leakage of the shape of the driving object, we disentangle shape and pose of objects in the region space.

VIDEO RECONSTRUCTION

209
0.38 stars / hour