Awesome Deep Vision v2 Awesome

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Maintainers - Eungbean Lee

컴퓨터 비전에 한 자취를 남긴 딥러닝 논문들의 목록들을 정리했습니다.
awesome-deep-vision이 더이상 유지되지 않아, 이를 계승하여 만들었습니다.

저는 이 리스트를 공부의 이정표로 활용을 하고 있습니다. 2019년에 이 모든 논문을 읽는 것을 목표로 하고 있으며, 각각의 논문 옆에는 읽은 날짜를 표시하였습니다. 가능하면 논문을 리뷰한 후 링크하도록 하겠습니다.

아래 리스트에 더불어 최신 논문 및 중요하다고 여겨지는 논문들을 추가하여 재 작성하였음을 알려드립니다.

A curated list of deep learning resources for computer vision, inspired by awesome-deep-vision

I am taking this list as a milestone for studying computer vision fields. I aim to read all of these papers in 2019, and I have marked the date of reading next to each paper titles. If possible, we will review the paper and link to it.\ I would like to inform you that I have rewritten the latest papers and important papers.


Table of Contents

General Resources

Paper Lists


Lab Blogs

Personal Blogs

Old but useful posts

### Books



Image processing


ImageNet Classification

classification (from Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton, ImageNet Classification with Deep Convolutional Neural Networks, NIPS, 2012.)

Object Detection

object_detection (from Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun, Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks, arXiv:1506.01497.)

Video Classification

Object Tracking

Low-Level Vision


Stereo Matching

Other Applications

Edge Detection

edge_detection (from Gedas Bertasius, Jianbo Shi, Lorenzo Torresani, DeepEdge: A Multi-Scale Bifurcated Deep Network for Top-Down Contour Detection, CVPR, 2015.)

Semantic Segmentation

semantic_segmantation (from Jifeng Dai, Kaiming He, Jian Sun, BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation, arXiv:1503.01640.)

Visual Attention and Saliency

saliency (from Nian Liu, Junwei Han, Dingwen Zhang, Shifeng Wen, Tianming Liu, Predicting Eye Fixations using Convolutional Neural Networks, CVPR, 2015.)

Object Recognition

Human Pose Estimation

Understanding CNN

understanding (from Aravindh Mahendran, Andrea Vedaldi, Understanding Deep Image Representations by Inverting Them, CVPR, 2015.)

Image and Language

Image Captioning

image_captioning (from Andrej Karpathy, Li Fei-Fei, Deep Visual-Semantic Alignments for Generating Image Description, CVPR, 2015.)

Video Captioning

Question Answering

question_answering (from Stanislaw Antol, Aishwarya Agrawal, Jiasen Lu, Margaret Mitchell, Dhruv Batra, C. Lawrence Zitnick, Devi Parikh, VQA: Visual Question Answering, CVPR, 2015 SUNw:Scene Understanding workshop)


Eungbean Lee's Picture

About Eungbean Lee

Lee is a Student, Programmer, Engineer, Designer and a DJ

Seoul, South Korea