今天是2020年的第一天,这里列出来我今年的CV论文阅读计划,也包括我前面读过的一些论文。
15 Jan 2010.ReLU.Xavier Glorot,Antoine Bordes,Y. Bengio
Deep Sparse Rectifier Neural Networks
http://www.chenjianqu.com/show-63.html
Jan 2012.AlexNet.Alex Krizhevsky,I Sutskever,G Hinton
ImageNet Classification with Deep Convolutional Neural Networks
http://www.chenjianqu.com/show-56.html
11 Nov 2013.RCNN.CVPR 2014.Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik
Rich feature hierarchies for accurate object detection and semantic segmentation
http://www.chenjianqu.com/show-69.html
16 Dec 2013.NIN.ICLR 2014.Min Lin, Qiang Chen, Shuicheng Yan
Network In Network
http://www.chenjianqu.com/show-65.html
21 Dec 2013.OverFeat.Pierre Sermanet, David Eigen, Xiang Zhang, Michael Mathieu, Rob Fergus, Yann LeCun
OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks
http://www.chenjianqu.com/show-67.html
10 Jun 2014.GAN.Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio
Generative Adversarial Networks
http://www.chenjianqu.com/show-54.html
18 Jun 2014.SPP.Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
http://www.chenjianqu.com/show-74.html
4 Sep 2014.VGG.Karen Simonyan, Andrew Zisserman
Very Deep Convolutional Networks for Large-Scale Image Recognition
http://www.chenjianqu.com/show-57.html
17 Sep 2014.GoogLeNet.Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich
Going Deeper with Convolutions
http://www.chenjianqu.com/show-58.html
14 Nov 2014.FCN.CVPR 2015.Jonathan Long, Evan Shelhamer, Trevor Darrell
Fully Convolutional Networks for Semantic Segmentation
http://www.chenjianqu.com/show-81.html
11 Feb 2015.BN.Sergey Ioffe, Christian Szegedy
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
http://www.chenjianqu.com/show-70.html
30 Apr 2015.Fast RCNN.ICCV 2015.Ross Girshick
Fast R-CNN
http://www.chenjianqu.com/show-75.html
18 May 2015.U-Net.MICCAI 2015.Olaf Ronneberger, Philipp Fischer, Thomas Brox
U-Net: Convolutional Networks for Biomedical Image Segmentation
http://www.chenjianqu.com/show-84.html
4 Jun 2015.Faster RCNN.Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
http://www.chenjianqu.com/show-76.html
8 Jun 2015.Yolo v1.Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi
You Only Look Once: Unified, Real-Time Object Detection.
http://www.chenjianqu.com/show-77.html
19 Nov 2015.DCGAN.ICLR 2016.Alec Radford, Luke Metz, Soumith Chintala
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
http://www.chenjianqu.com/show-55.html
2 Dec 2015.Inception v2/v3.Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jonathon Shlens, Zbigniew Wojna
Rethinking the Inception Architecture for Computer Vision
http://www.chenjianqu.com/show-71.html
8 Dec 2015.SSD.ECCV 2016.Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg
SSD: Single Shot MultiBox Detector
http://www.chenjianqu.com/show-90.html
10 Dec 2015.ResNet.Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
Deep Residual Learning for Image Recognition
http://www.chenjianqu.com/show-59.html
Feb 2016.Inception-v4 Inception-ResNet.Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
http://www.chenjianqu.com/show-129.html
25 Aug 2016.DenseNet.CVPR 2017.Gao Huang, Zhuang Liu, Laurens van der Maaten, Kilian Q. Weinberger
Densely Connected Convolutional Networks
http://www.chenjianqu.com/show-130.html
7 Oct 2016.Xception.François Chollet
Xception: Deep Learning with Depthwise Separable Convolutions
http://www.chenjianqu.com/show-128.html
9 Dec 2016.FPN.CVPR 2017.Tsung-Yi Lin, Piotr Dollár, Ross Girshick, Kaiming He, Bharath Hariharan, Serge Belongie
Feature Pyramid Networks for Object Detection
http://www.chenjianqu.com/show-110.html
25 Dec 2016.Yolo v2.Joseph Redmon, Ali Farhadi
YOLO9000: Better, Faster, Stronger
http://www.chenjianqu.com/show-116.html
17 Mar 2017.Deformable CNN.Jifeng Dai, Haozhi Qi, Yuwen Xiong, Yi Li, Guodong Zhang, Han Hu, Yichen Wei
Deformable Convolutional Networks
http://www.chenjianqu.com/show-114.html
20 Mar 2017.Mask RCNN.Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick
Mask R-CNN
http://www.chenjianqu.com/show-111.html
17 Apr 2017.MobileNet.Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, Hartwig Adam
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
http://www.chenjianqu.com/show-127.html
7 Aug 2017.RetinaNet.Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, Piotr Dollár
Focal Loss for Dense Object Detection
http://www.chenjianqu.com/show-124.html
3 Jan 2018.PS.Alexander Kirillov, Kaiming He, Ross Girshick, Carsten Rother, Piotr Dollár
Panoptic Segmentation
http://www.chenjianqu.com/show-113.html
5 Mar 2018.PANet.Shu Liu, Lu Qi, Haifang Qin, Jianping Shi, Jiaya Jia
Path Aggregation Network for Instance Segmentation
http://www.chenjianqu.com/show-133.html
8 Apr 2018.Yolo v3.Joseph Redmon, Ali Farhadi
YOLOv3: An Incremental Improvement
http://www.chenjianqu.com/show-117.html
17 Jul 2018.CBAM.Sanghyun Woo, Jongchan Park, Joon-Young Lee, In So Kweon
CBAM: Convolutional Block Attention Module
http://www.chenjianqu.com/show-135.html
12 Jan 2019.UPSNet.CVPR 2019.Yuwen Xiong, Renjie Liao, Hengshuang Zhao, Rui Hu, Min Bai, Ersin Yumer, Raquel Urtasun
UPSNet: A Unified Panoptic Segmentation Network
http://www.chenjianqu.com/show-115.html
4 Apr 2019.YOLACT.ICCV 2019.Daniel Bolya, Chong Zhou, Fanyi Xiao, Yong Jae Lee
YOLACT: Real-time Instance Segmentation
http://www.chenjianqu.com/show-121.html
27 Nov 2019.CSPNet.Chien-Yao Wang, Hong-Yuan Mark Liao, I-Hau Yeh, Yueh-Hua Wu, Ping-Yang Chen, Jun-Wei Hsieh
CSPNet: A New Backbone that can Enhance Learning Capability of CNN
http://www.chenjianqu.com/show-134.html
10 Dec 2019.SOLO.inlong Wang,Tao Kong,Chunhua Shen1,Yuning Jiang,Lei Li.
SOLO: Segmenting Objects by Locations
http://www.chenjianqu.com/show-123.html
13 Feb 2020.CBN.Zhuliang Yao, Yue Cao, Shuxin Zheng, Gao Huang, Stephen Lin
Cross-Iteration Batch Normalization
http://www.chenjianqu.com/show-136.html
23 Apr 2020.YOLOv4.Alexey Bochkovskiy, Chien-Yao Wang, Hong-Yuan Mark Liao
YOLOv4: Optimal Speed and Accuracy of Object Detection
http://www.chenjianqu.com/show-138.html
A
[列表将持续更新]