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PASCAL VOC2012 Challenge Leaderboard (01 Sep. 2016) (from PASCAL VOC2012 leaderboards)
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs**
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets,** Atrous Convolution, and Fully Connected CRFs*
Liang-Chieh Chen+, George Papandreou+, Iasonas Kokkinos, Kevin Murphy, and Alan L Yuille (+ equal contribution).
[Paper]. TPAMI 2017.
Rethinking Atrous Convolution for Semantic Image Segmentation**
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation**
ParseNet: Looking Wider to See Better
Pyramid Scene Parsing Network
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate shift
Inverted Residuals and Linear Bottlenecks: Mobile Networks for Classification, Detection and Segmentation
Xception: Deep Learning with Depthwise Separable Convolutions
Deformable Convolutional Networks -- COCO Detection and Segmentation Challenge 2017 Entry
Tensorflow: Large-Scale Machine Learning on Heterogeneous Distributed Systems M. Abadi, A. Agarwal, et al. [Paper]. arXiv:1603.04467, 2016.
The Pascal Visual Object Classes Challenge – A Retrospective,
The Cityscapes Dataset for Semantic Urban Scene Understanding
SEC: Seed, Expand and Constrain
Adelaide
Deep Parsing Network (DPN)
CentraleSuperBoundaries, INRIA [Paper]
BoxSup [Paper]
POSTECH
Conditional Random Fields as Recurrent Neural Networks [Paper]
DeepLab
Zoom-out [Paper]
Joint Calibration [Paper]
Fully Convolutional Networks for Semantic Segmentation [Paper-CVPR15] [Paper-arXiv15]
Hypercolumn [Paper]
Deep Hierarchical Parsing
Learning Hierarchical Features for Scene Labeling [Paper-ICML12] [Paper-PAMI13]
University of Cambridge [Web]
Alex Kendall, Vijay Badrinarayanan and Roberto Cipolla "Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding." arXiv preprint arXiv:1511.02680, 2015. [Paper]
Princeton
Univ. of Washington, Allen AI
INRIA
UCSB
Talks 演讲
Computer Vision Lecture 计算机视觉
Vision Based on Deep Learning 基于深度学习的计算机视觉
More Deep Learning 更多
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