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NAS

  • Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours

Multiple Tasks

  • Attentive Single-Tasking of Multiple Tasks

Deformable Convolution

  • Deformable Convolutional Networks
  • Deformable ConvNets v2: More Deformable, Better Results

Pose estimation

  • GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
  • High-Resolution Representations for Labeling Pixels and Regions

human pose estimation

2019

  • Deep High-Resolution Representation Learning for Human Pose Estimation

semantics segmentation

2019

  • Segmenting the Future
  • Dual Attention Network for Scene Segmentation
  • Residual pyramid learning for single-shot semantic segmentation
  • Scale-Adaptive Neural Dense Features:Learning via Hierarchical Context Aggregation

结构图

  • Structured Knowledge Distillation for Semantic Segmentation

结构图

  • In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images
  • FastFCN: Rethinking Dilated Convolution in the Backbone for Semantic Segmentation

VSOD

Salient-Object-Detection

2019

  • On guiding video object segmentation
  • Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection
  • A Simple Pooling-Based Design for Real-Time Salient Object Detection
  • SAC-Net: Spatial Attenuation Context for Salient Object Detection

2018

  • Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection
  • PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection
  • PAGRN: Progressive Attention Guided Recurrent Network for Salient Object Detection. (CVPR)

结构图

  • Direction-aware Spatial Context Features for Shadow Detection
  • R³Net: Recurrent Residual Refinement Network for Saliency Detection (IJCAI2018)
  • A Bi-Directional Message Passing Model for Salient Object Detection. (CVPR)
  • Progressive Attention Guided Recurrent Network for Salient Object Detection. (CVPR)

2017

  • Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detection. (ICCV)

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