高效模型设计的基本思路 轻量级架构 模型裁剪 模型搜索 低精度量化 知识蒸馏 高效实现 轻量级架构设计思路 原则1:有限的计算复杂度实现尽可能高的模型表示能力 高效的卷积计算方式 ...例如...
高效模型设计的基本思路 轻量级架构 模型裁剪 模型搜索 低精度量化 知识蒸馏 高效实现 轻量级架构设计思路 原则1:有限的计算复杂度实现尽可能高的模型表示能力 高效的卷积计算方式 ...例如...
Pytorch https://github.com/jwyang/faster-rcnn.pytorch https://github.com/ruotianluo/pytorch-faster-rcnn https://github.com/chenyuntc/simple-faster-rcnn-pytorch 跑了...1. Prepare data Pascal VOC2007 D...
27 2019 CVPR TRk-CNN: Transferable Ranking-CNN for image classification of glaucoma, glaucoma suspect, and normal eyes Method : 三分类 正常,可疑,青光眼 Dataset : Architecture : TRk-CNN ...
31 2017 IOS Press Automatic Identification of Glaucoma Using Deep Learning Methods Method : 分类 Dataset:HRF , RIM-ONE r1,RIM-ONE r2,RIM-ONE r3 Architecture: ROI + GoogLe...Results: AC HRF 90%, RI...
33 2017 Computerized Medical Imaging and Graphics Glaucoma detection using entropy sampling and ensemble learning for automatic optic cup and disc segmentation Method : 分割 Dataset: DRISHTI-GS ...
soft nohup ''' 不挂断地运行命令 &:在后台运行 nohup command & ''' nohup python -u tools/train.py my/gn_cascade_mask_rcnn_r50_fpn_2x.py --gpus 2 --gpu_index 2,3 --validate >...
14 2018 T-MI (IEEE Transactions on Medical Imaging ) Joint Optic Disc and Cup Segmentation Based on Multi Label Deep Network and Polar Transformation Method : 分割 joint视盘视杯,计算杯盘比 one-...
32 2017 SPIE Automated detection of nerve fiber layer defects on retinal fundus images using fully convolutional network for early diagnosis of glaucoma Method : NFLD 分割 Dataset: Tajimi ...
26 2018 CVPR Performance assessment of the deep learning technologies in grading glaucoma severity Method : 分类 (0,1,2,3) 无,轻,中,重 Dataset : Privary 5978 (北京同仁医院 Beijing Tongren ...
2017 CVPR Pyramid Scene Parsing Network Semantic Segmentation on PyTorch (include FCN, PSPNet, Deeplabv3, DANet, DenseASPP, BiSeNet, EncNet, DUNet, ICNet, ENet, OCNet, CCNet, PSANet, CGNet, ESPNet, L....
20 2019 CVPR Attention Based Glaucoma Detection: A Large-scale Database and CNN Model Method : 分类 Dataset :LAG 5824 fundus (2392 G,3432 N)、 RIM-ONE Architecture : AG-CNN | attention ...
MMDetection MMCV 经验 conda create ,不要接着在自己环境里装,可以避免很多坑 安装和配置 micl@ubuntu-gpu ~> conda env list # conda environments: base * /home/micl/miniconda3 tensorfl...
24 2018 CVPR Deep Learning to Assess Glaucoma Risk and Associated Features in Fundus Images Method : ONH Dataset : 58033 EyePACS, Inoveon, AREDS,3 in India,UK Architecture : Inception V3 ...
21 2017 CVPR Optic Disc and Cup Segmentation Methods for Glaucoma Detection with Modification of U-...Method : 分割 Dataset : DRIONS-DB, RIM-ONE v.3, DRISHTI-GS Architect...
25 2018 CVPR Enhanced Optic Disk and Cup Segmentation with Glaucoma Screening from Fundus Images using Position encoded CNNs Method : 分割 + 分类 Dataset : Architecture : Unet(DenseNet)+ Dense...
18 2019 Computerized Medical Imaging and Graphics Robust optic disc and cup segmentation with deep learning for glaucoma detection Method : 分割 OD/OC 计算 CDR Dataset :train RIGA ;...
22 2018 CVPR 2sRanking-CNN: A 2-stage ranking-CNN for diagnosis of glaucoma from fundus images using CAM-extracted ROI as an intermediate input Method : 三分类 ( normal , suspicious , glaucoma) ...
1、MobileNet V1 MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications 参考: ...1.1 Prior Work 解决什么问题? 深度学习在图像分类,目标检测和图像分割等任务表现出了巨大的优越...
2015 CVPR Multi-Scale Context Aggregation by Dilated Convolutions Hole (Both large feature map & receptive field) hole algorithm:up-sample the original filter by a factor of the strides(rate=...
【摘要】 本次调研包括250多项关键技术,涵盖...评价问题,特别是benchmark数据集,评价指标和最先进的方法。最后,讨论了未来研究的方向。 object feature representation, object proposal generation, context in...
2015 SSP-...Introduce R-CNN为什么检测速度这么慢? 对图像提完Region Proposal(2000个左右)之后将每个Proposal当成一张图像进行后续处理(CNN提特征+SVM分类) 实际上对一张图像进...
2015 ImageNet classification top1 2016 CVPR Best Deep Residual Learning for Image Recognition Resnet及其变种的结构梳理、有效性分析与代码解读(PyTorch) 1、ResNet解决了什么? 2015年 ...
15 2018 T-MI (IEEE Transactions on Medical Imaging ) Disc-Aware Ensemble Network for Glaucoma Screening From Fundus Image Method : 分类 (混合了分割模型) Dataset :ORIGA、SCES 、SINDI 5783(5670N,...
09 2018 Deep Convolution Neural Network for Accurate Diagnosis of Glaucoma Using Digital Fundus Images Method : 分类 Dataset : 1426 (589: normal and 837: glaucoma) Digital Fundus Images ...
Fundus 01 2018 Efficacy of a Deep Learning System for Detecting Glaucomatous Optic Neuropathy Based on Color Fundus Photographs Conclusion: automated classification and detection of referable ...
GoogLeNet1、GoogLeNet 解决了什么问题Inception 结构引出缘由2、⭐Inception v1native versionImproved versionAuxiliary classifiers(AC)3、GoogLeNet0、General Design Principles4、Inception v2⭐ Batch ...