算法学习中文笔记

https://cjmcv.github.io/deeplearning-paper-notes/

• 论文阅读(2015-)：包括关注过的视觉算法相关论文阅读笔记。
• 基础算法(2013-2015)：包含大一到大三接触的机器学习/模式识别/图像处理的基础算法笔记。

论文阅读

人脸/目标检测

• 2018.07-2018.12: || ICC-CNN || Cascade-RCNN || Relation-Module ||

• 2018.01-2018.06: || DSOD || RON || CoupleNet || MegDet || DSSD || YOLOv3 || FAN || DetNet || RefineDet || PyramidBox || Face-RFCN || R-SSD || PCN ||

• 2017.07-2017.12: || SAFD || Light-Head-RCNN || G-CNN || SSH || SDF || Focal-Loss || FaceBoxes || ScaleFace || MultiPath || PVANet || HyperNet ||

• 2017.01-2017.06: || LNMS || A-Fast-RCNN || OHEM || FPN || Mask-RCNN || UnitBox || FaceCraft || DeepIR || YOLOv2 ||

• 2016.07-2016.12: || TinyFaces || Grid-Loss || CMS-RCNN || Xiaomi || MSCNN || R-FCN || MTCNN || HyperFace || YOLO ||

• 2016.01-2016.06: | OverFeat || SSD || SPP-Net || Faster-RCNN || Fast-RCNN || RCNN ||

• 2015.01-2015.06: || Selective-Search || DPM ||

人脸识别/目标分类

• 2018.01-2018.06: || Attention || DiracNets || ArcFace ||

• 2017.07-2017.12: || DPN || ResNeXt || IGC || DenseNet || FractalNet ||

• 2017.01-2017.06: || SphereFace || NormFace ||

• 2016.07-2016.12: || LSoftmax || CenterLoss || ResNet || SparseConvNets ||

• 2016.01-2016.06: || VGG || GoogLeNet ||

• 2015.07-2015.12: || Lighten-CNN || FaceNet || DeepID2+ || DeepID2 || DeepFace ||

• 2015.01-2015.06: || DeepID || AlexNet ||

人脸对齐

• 2016.07-2016.12: || MDM || DRDA || CJCRF || OpenFace ||

• 2016.01-2016.06: || CFSS || CLandmark ||

• 2015.07-2015.12: || LBF ||

人脸幻构/超分辨率重构

• 2017.01-2017.06: || PRSR ||

• 2016.07-2016.12: || SRGAN || GLN || VDSR || DRCN || ESPCN || BCCNN || FSRCNN || SRCNN ||

目标分割

• 2017.01-2017.06: || UDC-HDC || Mask-RCNN ||

• 2016.01-2016.06: || FCN ||

网络压缩

• 2018.01-2018.06: || ShuffleNet ||

• 2017.07-2017.12: || Deep-Compression || SqueezeNet ||

• 2017.01-2017.06: || XNOR-Net || BinaryNet || MobileNets ||

生成对抗

• 2017.01-2017.06: || A-Fast-RCNN || SimGAN ||

• 2016.07-2016.12: || SRGAN || GLN || GAN ||

未分类算法

• || Capsule || BN || ZFNet ||

数据集

• || For-SR || LFW || FDDB || MegaFace || WiderFace || MS-Celeb-1M || Pascal-VOC || COCO ||

基础算法

• 2013-2015: || 摘记98篇 ||