Computer-Vision-Paper-Reviews

Computer Vision Paper Reviews with Key Summary along Papers & Codes.

Jonathan Choi 2021

Contents

Category/Paper/

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Visual Correspondence

NCNET - Neighbourhood consensus networks for estimating image correspondences

WeakAlign - End-to-end weakly-supervised semantic alignment

Transformers

[DETR] End-to-End Object Detection with Transformers

[Vision Transformer] An Image Is Worth 16x16 Words: Transformers For Image Recognition at Scale

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

[Transformer] Attention Is All You Need

Vision Transformers for Dense Prediction

Object Detection

Feature Pyramid Networks for Object Detection

Selective Search for Object Recognition

R-CNN

Fast R-CNN

Faster R-CNN

Sparse R-CNN

YOLOv4: Optimal Speed and Accuracy of Object Detection

Segmentation

Panoptic Feature Pyramid Networks

Mask R-CNN

PointRend: Image Segmentation as Rendering

Representation Learning

Unsupervised Feature Learning via Non-Parametric Instance Discrimination

Momentum Contrast for Unsupervised Visual Representation Learning.

A Simple Framework for Contrastive Learning of Visual Representations

Bootstrap Your Own Latent- A New Approach to Self-supervised Learning

Exploring Simple Siamese Representation Learning

Generative Model

Generative Adversarial Networks

A Style-Based Generator Architecture for Generative Adversarial Networks

GAN Dissection: Visualizing and Understanding Generative Adversarial Networks

Semantic Image Synthesis with Spatially-Adaptive Normalization

Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

Image to Image Translation and Style Transfer

Image-to-Image Translation with Conditional Adversarial Networks (CVPR 2017)

Bi-level Feature Alignment for Versatile Image Translation and Manipulation

Instance Normalization: The Missing Ingredient for Fast Stylization

Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization

Semantic Image Synthesis with Spatially-Adaptive Normalization

Universal Style Transfer via Feature Transforms

A Neural Algorithm of Artistic Style